{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Proba-V Time-Series Analysis\n",
    "**Author:** René Kopeinig<br>\n",
    "**Description:** Basic Time-Series Analysis using Proba-V NDVI (Normalized Difference Vegetation Index) imagery."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image\n",
    "import ee, datetime\n",
    "import pandas as pd\n",
    "from pylab import *\n",
    "import seaborn as sns\n",
    "from matplotlib.pylab import rcParams\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "\n",
    "ee.Initialize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Proba-V image collection and point geometry\n",
    "Selected Location of point is from the Proba-V Footprint X18Y02 in Luxembourg, Europe. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set start and end date\n",
    "startTime = datetime.datetime(2015, 1, 1)\n",
    "endTime = datetime.datetime(2017, 12, 31)\n",
    "\n",
    "# Create image collection\n",
    "collection = ee.ImageCollection('VITO/PROBAV/C1/S1_TOC_100M').filterDate(startTime, endTime)\n",
    "# Create point in Luxembourg (Proba-V Footprint: X18Y02)\n",
    "point = {'type':'Point', 'coordinates':[6.134136, 49.612485]};"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Retrieve information, reshape and calculate NDVI\n",
    "Retrieving information from point geometry with a buffer of 500m over image collection. Reshaping data and calculating NDVI from **RED** and **NIR** band."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "info = collection.getRegion(point,500).getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reshape image collection \n",
    "header = info[0]\n",
    "data = array(info[1:])\n",
    "\n",
    "iTime = header.index('time')\n",
    "time = [datetime.datetime.fromtimestamp(i/1000) for i in (data[0:,iTime].astype(int))]\n",
    "\n",
    "# List of used image bands\n",
    "band_list = ['RED',u'NIR']\n",
    "\n",
    "iBands = [header.index(b) for b in band_list]\n",
    "yData = data[0:,iBands].astype(np.float)\n",
    "\n",
    "# Calculate NDVI\n",
    "red = yData[:,0]\n",
    "nir = yData[:,1]\n",
    "ndvi = (nir - red) / (nir + red)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reshape NDVI array into Pandas Dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(data=ndvi, index=list(range(len(ndvi))), columns=['NDVI'])\n",
    "df = df.interpolate()\n",
    "df['Date'] = pd.Series(time, index=df.index)\n",
    "df = df.set_index(df.Date)\n",
    "df.index = pd.to_datetime(df.index)\n",
    "df['NDVI']=df['NDVI'].fillna(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Obtain statistical information over all elements of the Time-Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1089 entries, 2015-01-01 01:00:00 to 2017-12-30 01:00:00\n",
      "Data columns (total 2 columns):\n",
      "NDVI    1089 non-null float64\n",
      "Date    1089 non-null datetime64[ns]\n",
      "dtypes: datetime64[ns](1), float64(1)\n",
      "memory usage: 25.5 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NDVI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1089.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.161247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.160562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.126732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.032688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.106697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.262921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.633987</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              NDVI\n",
       "count  1089.000000\n",
       "mean      0.161247\n",
       "std       0.160562\n",
       "min      -0.126732\n",
       "25%       0.032688\n",
       "50%       0.106697\n",
       "75%       0.262921\n",
       "max       0.633987"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize Proba-V NDVI Time Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(15, 6)})\n",
    "df['NDVI'].plot(linewidth=0.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seasonal Decomposition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x12e6b6978>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sd=seasonal_decompose(df['NDVI'], model='additive', freq=352)\n",
    "\n",
    "sd.seasonal.plot()\n",
    "sd.trend.plot()\n",
    "sd.resid.plot()\n",
    "plt.legend(['Seasonality', 'Trend', 'Residuals'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Resample data\n",
    "Resampling to weekly level and calculate the percentage change over one year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rkopei/venv/lib/python3.7/site-packages/ipykernel_launcher.py:1: FutureWarning: how in .resample() is deprecated\n",
      "the new syntax is .resample(...).mean()\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '52 Weeks Percentage Change')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Yk0ZERERexyCNiGqKPqMnjeWORERE5D0M0oiopiSm96QZzKQRERGR9zBII6KaohsWFFkCAMQTDNKIiIjIexikEVFNSRgW6oK+1P8TEREReU1OQdq//Mu/YN26dVi3bh02b94MAHjqqaewYcMGXHjhhbj99ttLepBERMWSMEw0JIM0TnckIiIiL5ozSHvqqafw5z//GQ8++CB+9atfYefOnXjooYdw3XXX4a677sLDDz+MHTt24IknnijH8RIRzYuuWwgFVACc7khERETeNGeQ1tHRga985SvQNA0+nw9HH3009u3bh6VLl6KrqwuqqmLDhg145JFHynG8RETzopsWNJ8CzSczk0ZERESeNGeQtmLFCpx00kkAgH379uHhhx+GJEno6OhIfUxnZyf6+vpKd5REREWS0C1oqgy/T5mx2JqIiIjIK9RcP/D111/HFVdcgWuuuQaqqmLv3r0z3i9JUl4v3NZWn9fHU/l1dDS4fQiUBc9PYSwh0FDnR9CvQlLkkn4feY68j+fI23h+vI/nyNt4fipXTkHaX//6V3zhC1/Addddh3Xr1uEvf/kLBgcHU+/v7+9HZ2dnXi88NBSGZYn8jpbKpqOjAQMDE24fBmXA81O4aNyAaZpQFRnjE7GSfR95jryP58jbeH68j+fI23h+vE2WpaxJqznLHXt7e/HZz34W3/rWt7Bu3ToAwIknnoi9e/di//79ME0TDz30EM4999ziHTURUYnohgVNVaCpMuIsdyQiIiIPmjOT9uMf/xjxeBybNm1Kve0jH/kINm3ahM9//vOIx+M477zz8O53v7ukB0pEVAwJw4Qv1ZPGwSFERETkPXMGaddffz2uv/76tO/7zW9+U/QDIiIqFSGEnUnzydB8CiYiCbcPiYiIiGiWnJZZExFVA9MSEALwqQr8PhkJg+WORERE5D0M0oioZjgj9zXVzqTFEyx3JCIiIu9hkEZENUM37KAs1ZNmMEgjIiIi72GQRkQ1wylv9KkyNJ+MOAeHEBERkQcxSCOimuEEaZqqJKc7WhCC+xqJiIjIWxikEVHNcModnZ40ABweQkRERJ7DII2IaobulDv67J40ANyVRkRERJ7DII2Iasb0ckdNtS9/7EsjIiIir2GQRkQ1Q9enBof4NTuTFtdZ7khERETewiCNiGpGYtoIfk1luSMRERF5E4M0IqoZujG1zNrvsy9/DNKIiIjIaxikEVHNmNqTpqSmO7LckYiIiLyGQRoR1YxUJo3THYmIiMjDGKQRUc2YuSeN0x2JiIjImxikEVHNSCRLG1WFmTQiIiLyLgZpRFQzdMOCT5UhSRJ70oiIiMizGKQRUc1IGGZqibXG6Y5ERETkUQzSiKhmJJKZNABQZBmqIiFuMEgjIiIib2GQRkQ1wzCs1BJrAPD7FCQSLHckIiIib2GQRkQ1I2FY8PmmLnuaT2EmjYiIiDyHQRoR1YzpPWmAHaSxJ42IiIi8hkEaEdUMXbfgU6Yue36fnBrLT0REROQVDNKIqGbY5Y5TPWmaT+EyayIiIvIcBmlEVDP0w8od/Sx3JCIiIg9ikEZENUOfNoIfADRVZiaNiIiIPIdBGhHVjMThI/g1hT1pRERE5DkM0oioZuiHj+BX2ZNGRERE3sMgjYhqRsIwD5vuqCDBPWlERETkMQzSiKgmCCGg6xa0GcusZcQTFoQQLh4ZERER0UwM0oioJhimgADgm96T5lNgCQHTYpBGRERE3sEgjYhqgm7YA0Kmj+DXkjvT2JdGREREXsIgjYhqgp7sPZu5J83+f054JCIiIi9hkEZENSGRzKRNL3dkJo2IiIi8iEEaEdWEqSBt5nRHAEgwSCMiIiIPYZBGRDUhXbmjM+mRmTQiIiLyEteCNI68JqJycvrOpi+znsqksSeNiIiIvMO1II0jr4monKamO07rSVPZk0ZERETe41qQ5twwERGVg56uJ01jTxoRERF5j2tBGp9cE1E5JdL1pKnsSSMiIiLvYSaNiGpC9kwar0dERETkHQzSiKgmpN2Txp40IiIi8iDXgjSn9IiIqBz0ZCCmTZvuqCoSZEni9YiIiIg8xb1MGsuLiKiMEqnpjlOXPUmSoPlkxBO8HhEREZF3uDc4hOWORFRGumFBAqAqMy97fp/CTBoRERF5ios9abwpIqLy0Q0LPlWGJEkz3q75ZPakERERkae415PGckciKqOEYc6Y7Ojw+xTEEwzSiIiIyDs43ZGIakIimUk7nOZTUv1qRERERF7gYiaNT66JqHx0w0qN3J/O71NY7khERESeknOQFg6HsX79enR3dwMArr32Wlx44YXYuHEjNm7ciN///vd5vXDC5JNrIiqfhG7C50uTSVNlPjQiIiIiT1Fz+aBt27bh+uuvx759+1Jv27FjB37605+is7OzoBdmuSMRlZNuWjPG7zv8moI4e2SJiIjIQ3LKpD3wwAO44YYbUgFZJBLBm2++ia997WvYsGED7rjjDlhWfjc5fHJNROWk6xZ8acodNVXh9YiIiIg8JadM2i233DLjz0NDQzjzzDPx9a9/HaFQCFdccQV++ctf4kMf+lDOLywpMjo6GvI7Wiornh9v4/nJj5CA+qA26/vW3BiAblgl+X7yHHkfz5G38fx4H8+Rt/H8VK6cgrTDdXV14Xvf+17qz5dddhl+9atf5RWkhcMJDAxMFPLyVAYdHQ08Px7G85O/SFRHnV+d9X0zDROxhFn07yfPkffxHHkbz4/38Rx5G8+Pt8myhLa2+szvL+SLvvrqq/jd736X+rMQAqqaX7yX4DJrIiqjTCP4/T4FhmnBsoQLR0VEREQ0W0FBmhAC3/jGNzA2NgZd13H//ffjggsuyOtrcC8REZVTphH8ms9+G8fwExERkVcUVO64cuVKfPrTn8ZHP/pRGIaBCy+8EOvXr8/ra+icpkZEZaQbVtoR/P7k2xK6iaC/oEsiERERUVHldUfy2GOPpf7/0ksvxaWXXlrwC+smn1oTUfkkDDPtCP5UJo3ZfSIiIvKIgsodiyHBTBoRlYkQIuMIfn8ySEsk+OCIiIiIvMG9II1PrYmoTAxTQABpB4doyXLHOIcZERERkUe4GKTxhoiIykNPXm/SlTsyk0ZERERe41qQZhgWLMGR10RUek7mnj1pREREVAlcC9IAe5oaEVGp6ckALF1PmhOk8XpEREREXuFykMYn10RUeqlMWpYR/NyTRkRERF7hapDGmyIiKgenJy394BAnk8aHRkREROQNLHckoqrnBGDpgjQ/yx2JiIjIY9wN0tioT0RloKcGh8zuSXMCN2b2iYiIyCvcLXfkyGsiKoNElnJHWZKg+WSWOxIREZFnuJxJY5BGRKWnZxnBb79dYSaNiIiIPMPlwSF8ck1EpZcawe+bXe4I2H1p7EkjIiIir+DgECKqetmWWQP2aH5m0oiIiMgrOIKfiKqermfuSQOSmTQOMiIiIiKP4DJrIqp6c2fSFA4yIiIiIs9guSMRVb2EYUECoCrZMmm8HhEREZE3uBakKQp7QIioPHTDhE+VIUlS2vfbPWnM7BMREZE3uBak+VXuJSKi8tANK2M/GsDpjkREROQtrgVpPh/3EhFReSQMC1qG8ftAsieN1yMiIiLyCPeCNFVmDwgRlYVuWPBl6EcDAL+PmX0iIiLyDteCNE2VOU2NiMoioZvw+TJf7jTVLncUQpTxqIiIiIjSc7XckXuJiKgcdMPKOH4fAPyaApH8OCIiIiK3uTo4hD0gRFQOCcOCT83Sk5YM4HhNIiIiIi9wtyeNN0REVAZzZtKSQ0XYl0ZERERe4F5Pmk/hDRERlYWzJy0TZ/IjM2lERETkBe5l0rjMmojKZK4R/H4GaUREROQh7mbSOIKfiMpgrhH8WnLyI0uwiYiIyAtcHsFvceQ1EZXcXCP4pzJpLMEmIiIi97k6OMQSAqbFII2ISmuuwSFaanAIM2lERETkPlfLHQH2gBBRaQkh7HLHLCP4/T6O4CciIiLvcDWTBnDkNRGVlmEKCCC3TBqXWRMREZEHuJhJY6M+EZWenhxQlMuetHiC1yMiIiJyn3tBmsJyRyIqPSc7ln1PWvKhESfOEhERkQd4IJPG8iIiKp2pIC1zT5oiy1AViQ+NiIiIyBNc70njTRERlZKevMZoWUbwA4CmKnxoRERERJ7g4p40jrwmotLTzbnLHQHAryl8aERERESe4F4mjSOviagMnOyYlqXc0X6/zIdGRAQAsCyBA30Tbh8GEdUwFzNpTqM+y4uIqHT0HAaHAPaER5Y7EhEAPP/aAG76t2cxPB5z+1CIqEa5Xu7IkddEVErOxMa5gjTNx3JHIrKNhuMQAMYmE24fChHVKPenO3LkNRGVkJNJy7YnDQD8PpY7EpEtEjPs/8YNl4+EiGqVa0GaIkuQJCDO8iIiKiGnhNHnm6MnzafwekREAKaCs2iMQRoRucO1IE2SJGg+hU+uiaiknOmOc2fSeD0iIpuTSYsyk0ZELnEtSAN4U0REpZfakzZnT5qMOMuviQhTmTSWOxKRW1wN0jRVZqM+EZVUIjXdce5yRz40IiIAiMR0AMykEZF7PJBJYw8IEZVOwrAgAVAVKevH8XpERA5m0ojIbe5m0jjymohKTDdM+FQZkpQ9SNN8CkxLwDAZqBHVOvakEZHbXM6kceQ1EZVWwrDm3JEG2Jk0ALwmEVEqOItwuiMRuSTnIC0cDmP9+vXo7u4GADz11FPYsGEDLrzwQtx+++0FvbjmUxA3+NSaiEpH1y1oc4zfB6Z2N3IMP1Fts4SYGsHPTBoRuSSnIG3btm346Ec/in379gEAYrEYrrvuOtx11114+OGHsWPHDjzxxBN5vzgb9Ymo1HSTmTQiyl08YUII+/+jcV4PiMgdOQVpDzzwAG644QZ0dnYCALZv346lS5eiq6sLqqpiw4YNeOSRR/J+cZY7ElGpJXRzzvH7AKAlpz+yT5aotk0vcWQmjYjcoubyQbfccsuMP/f396OjoyP1587OTvT19eX94vbgEJYWEVHp6Ln2pGn2x3DCI1Ftc0odG+s0TnckItfkFKQdTjh1ANPMNTntcG1t9WhpDCJhWOjoaCjkMKjEeF68jecnN0KSEApqc36/OicSAIBAaO6PzRXPkffxHHmbG+enbzwOAFjYFsLu7jG0t9fnfY9TS/g75G08P5WroCBtwYIFGBwcTP25v78/VQqZq6GhMAzdQEI30dc/DpkXQE/p6GjAwMCE24dBGfD85C4STaAu4Jvz+xWdtG/MBgbDGGgNzvt1eY68j+fI29w6P2/2jQMAGkMaTEugp3cs1bNKM/F3yNt4frxNliW0tdVnfn8hX/TEE0/E3r17sX//fpimiYceegjnnntu3l/HuejpLC8iohLJdQT/1HRH9qQR1TKnJ629KQCAfWlE5I6CMml+vx+bNm3C5z//ecTjcZx33nl497vfnffXccZixw0Tfo1PqYio+HQjtxH8qemOXAtCVNOcIK2tMZD6c3O9381DIqIalFeQ9thjj6X+f82aNfjNb34zrxd3nlwnEiYQmteXIiJKK9fBIamHRglm0ohqmTMsxAnSmEkjIjcUVO5YLP5UJo1PromoNHIdwT+VSWOQRlTLIjEDAU1BXdB+jl2tQVokpsOyZg+CIyJvcDVI07g8lohKLNdMmqpIkCT2pBHVukhcRyigIuRXk3+uviDNMC1c84OteOLFHrcPhYgy8EQmjUEaEZWCECI5OGTunjRJkuD3KdyTRlTjIjEDIb8PQX/1ZtLCUR2TMQMH+sNuHwoRZeByJo3T1IiodAzTDrhyKXcE7Ow+r0dEtS0aNxAKqKkgrRozaeGoDgAYGou5fCRElIm7mTTVyaTxyTURFZ9u5Bek+X0yM/tENc7OpKkIaAokqTozaZPJIG2QQRqRZ7mbSUuO3eeTayIqBWecvi/HRbR2Jo0PjYhqWSSZSZMkCSG/imis+u5RnEza8HgMQnB4CJEXuZxJS47gZ5BGRCWQyDuTxnJHolrnZNIAIOhXq7LccTK5Cy5hWJiI6C4fDRGl44npjnxyTUSloCcDrlymOwJ2MMeHRkS1yxIi1ZMG2EFaNZY7Opk0gCWPRF7F6Y5EVLVS5Y7MpBFRDmJxEwKo+kza9HWLooMAACAASURBVCBtaJxBGpEXuRqkybIEVZER5/JYIiqBqcEhufekcZARUe2KxO3gJZjMpIWqOJMWSM4FGByLunw0RJSOq0EakJymluBNEREVn85MGhHlIZLs1Qr5fQCqt9xxMqqjvSmAkF/lGH4ij1LdPgDNpzCTRkQlkUheW5ydjHPROIKfqKalgrRpmTTnbdUkHNVRH/RBkiQGaUQe5XomzS4v4k0RERXfVCYtt3JHP0fwE9U0p/8s1ZMWUBBNGFU3pj4c1VEX9KG9KYBB9qQReZLrQZpfldkDQkQl4Vxbcp7u6FNgmBYsq7puyIgoN4dn0oJ+FUIAsUR1PUyeTGbS2hoDGBrjrjQiL3I9SNM09oAQUWnoTrljHj1pAHhNIqpRqUzatHJHAFXVlyaEwGTMsIO0pgBiCbMqJ1gSVTrXgzQ/9xIRUYnku8za6V1zPo+IaksklpzuqE1l0oDqCtKicROmJVAXsMsdAWBwlCWPRF7jepCmsQeEiEqkkJ40gJk0oloViRsI+lXIsgRgKpNWTZmmcDIQdTJpAHelEXmR60Gan4NDiKhEEoYFCYCqSDl9vJYM0nhNIqpN0ZiRCsyA6sykTUanBWmNyUwaJzwSeY7rQRpH8BNRqeiGCZ9PhiTlFqT5k+WOzKQR1aZI3Ej1owFTvWlVlUmbFqTVB33w+xSO4SfyIA8EaexJI6LSSBgWfErulzlNdTJpLMEmqkWRjJm06rlPcYK0uqAKSZLQ1hRguSORB7kepNnljrwhIqLi03UrVcKYC7/GnjSiWnZ4Js0J0pyBItVgeiYNgL0rbSzq5iERURquB2maT4FpCRgmAzUiKq6EYea8Iw2YmgLJ7D5RbTo8k6apMhRZqqpMmtOTVhewgzRnVxoReYvrQZqfN0VEVCK6YeU8fh/gdEeiWheJGwhOy6RJkoSgX62qwSHhqI7QtAmWbU0BTMaMqvo7ElUD14M0LVVexEwaERWXblg5j98Hpk935PWIqNZYlkA0PjOTBthj+KspgAlH9VSpI4DUrjT2pRF5i+tBml/lyGsiKo1EgZk0Xo+Iak80YQdioYBvxtuDfrWqpjtORnXUTQvSnDH8LHkk8hbXgzSN5UVEVCJ6nj1pPo7gJ6pZkVgySDsskxb0K1UVpIWjxoxMmrPQmrvSiLzF9SDN2UvE8iIiKraEYeUVpMmSBE2VeT0iqkGpIC1weJBWjeWOU3/HxjoNqiKz3JHIY1wP0lKZNC60JqIiy3cEP2Bfk3g9Iqo9TrZsVk9aoMqCtNjMckdZktDW6Ge5I5HHuB6kpXpAErwpIqLiyncEP2Bn93k9Iqo9tZBJM0wL8YQ5o9wRcHalMUgj8hLXgzTN6QHhk2siKrJ8R/ADTiaN5Y5EtSYSt/eHpZ/uaMKyhBuHVVSHL7J2tDUFWO5I5DGuB2l+jrwmohKxg7T8yx2rfbpjz+Aknt55yO3DIPKUaCzzdEcAiCUqP5uWMUhrDGB8MlH11z6iSuJ6kMbpjkRUCkKIvAeHAPaDo2q/Ufn9swfxrw+/DEtUfmaAqFgicQMSgIB/5oMdJ7NWDRMeJ5NBWt2scscgAO5KI/IS14O0qemO1X1TRETlZZh2dj7fIE3zyVX/0Gh4PAbDFAhHdLcPhcgzIjEDQb8KWZJmvN3JpEXjlX9dCEftQLM+MLvcEWCQRuQlrgdpqiJDAhBnuSMRFVEi2VeWb0+anUmr7uvR8EQcADCS/C8R2Zmyw4eGAEAw+bZIrPIfakzGMpc7AtyVRuQlrgdpkiRB06q/vIiIyssJtHz5juBXlZrIpAEM0oimi8SMWUNDgKlyx+rIpKUP0pobNCiyxDH8RB7iepAGAH5VZpBGREWlmwVm0qr8oVEkZiCWXDEwEmaQRuTIlEmbCtIqvyctHNWhKnJqsrZDkWW0NHBXGpGXeCJI03wKyx2JqKj0ZKCVd0+aKlf19Wh4YuomjJk0oilOT9rhglU0OCQc1VEfVCEd1ncH2CWPg+xJI/IMTwRptTBNjYjKa6onLb9yR+d6JKp08uHw+FRgNsogjSglEtfT96RVUZA2GdVnlTo62psCzKQReYgngjTNJ3OZNREVlW4UPt1RTPv8auNk0prqNJY7Ek1j96TNDmB8qgxVkaum3DFTkNbWFMDoRDw1GZeI3OWJIK0WpqkRUXkljMLKHf3JQSOJag3SxuOQJGDZwgZm0oiSTMtCLGGmzaQBQMivVE2QdviONEdbUwACU9NfichdngjS7J40ZtKIqHj05IOfwxvk56Ilg7R4ojqvSSPjMTTX+9HWFGBPGlGSM7kx3XRHAAgGfFURpGUtd0yO4R8ajZbzkIgoA88EaexJI6Ji0lPLrPPvSQOmMnHVZngijtZGP1oa/IjEjaoNRony4fSbZcukRWKVHaQJITAZM7KWOwLg8BAij/BEkMYR/ERUbE4Jdb4j+J3MW7Vm94fHY2htCKC53g+AY/ir1Z3/tR3//ac9bh9GxYgmA7CMmTS/WvGZtGjchGkJ1AXSB2mtjQFIAIeHEHmEJ4I0TeMIfiIqLj2ZCct7T1oVlzsKIWZk0gCO4a9GpmXhpT1DeO3gqNuHUjEiMXvJc6ZMWtCvVvx0x3As/SJrh6rIaOauNCLP8ESQ5ldZ7khExZUoeLpj9Q4OCUd16IaF1oZAKkjj8JDq0zcchWEKjEzwZjtXU+WO6QOYUBVk0iaj2YM0wN6VNsRyRyJP8ESQpvlkJAwLVpXuJSKi8psK0grrSavGTJqzI6210c9yxyrWMzgJwM6S8t/V3ERyKnes7GtCOIcgrb0pgEFm0og8wRNBmnNTVK17iYio/HTDhARAVaS8Ps/pSavGwSHOjrTWxgCCfhVBv8JyxyrUMxAGABimwEREd/loKsPcg0NUxHWzoneIOUFaXTD93xFAauqrZTG4J3KbJ4K01MhrljxSFQhH9dSTbHKPbljw+WRIUn5BWiqTVoV9sqlMWrLUsbnez3LHKtQzMHX9GWbpWk4iMQOSBPi19Jn3YDLDFqvgDPtUkJal3LEpANMSGGWGnch18wrSPvGJT2DdunXYuHEjNm7ciG3bthX0dVJPrhmkURX4zZN78c2fPQ/BMiNXJQwLWp6ljgBSn1ON16PhiRgUWUJDnQYAaGnwV+TiWiEEXt43zN+xDLoHJ9GeHKfuBOaUXSRuIORXIWd4qONk2Cp5eIjTk1aXIVsITO1KY8kjkfsy/6bOQQiBPXv24PHHH4eqFvxlAFT3k2uqPX3DUYSjOiJxI+OoYyo9XbfyHhoCVPcI/pHxOFoa/Kkb0ZZ6P3qHRlw+qvzt3DeM2+7fhus+fiqOWdzk9uF4SkI30T8SwTtOWoQ/vtCTKnGl7CIxI5UtS8d5X7SCd6WFozpCfhWKnPm66OxKGxqLAV3lOjIiSqfgTNqePXsgSRL+4R/+Ae9973vx05/+tOCDSE1Tq8KbIqo9zmQsjjF2V8IwCwrSVEWGIkupPWvVZHg8htbkk3IAaG7wYyycqLj+k77hqP3fkYjLR+I9vUMRCAGsXNoCVZHZc5ijSEzP2I8GTAVplZxJC0f1rENDAHu6I8CF1kReUHAKbHx8HGvWrMGNN96IWCyGT3ziE1i+fDnOOuusnD6/ra0+9f+do/bFIFjnR0dHQ6GHREXGc5E/IUSqB8SU5JJ+D3l+spNkGaGAr6DvU8CvQlbnf/68do5GIzresqw1dVxdRzTBEgJqwIe2pmDZjiMcSeCPf+3G+rOX590zCACRZAAdN0XVnaP5emm/nRl967Gd6Gjei0jcrOi/Y7mOXbcEmhsCGV9vLDnZ0ecv7JriBQlToLlx7vus5no/JvP4uanU70et4PmpXAUHaSeffDJOPvlkAEAoFMIll1yCJ554IucgbWgonHp6G520n/T1D4Qx0Ogv9JCoiDo6GjAwMOH2YVSccFRPNZbvOTiC5Z11JXkdnp+5hSMJSEBB36eAT8bQSGRe32OvnSNLCAyNRhHSlNRx+ST7Grx7/zCsIxrLdix/+Gs3fvb717C4NYjFnfVzf8JhDvaOAQAO9I5V1Tkqhpf3DEFVZPhgoanOhzcHwxX7dyzn+RkLx7GgJZTx9eIR+z6lb2ACAwP5/8x6wchYDI112pzf05YGDT194zl976vxd6ia8Px4myxLM5JWs95f6Bd+7rnnsHXr1tSfhRAF96b5We5IVWJwLJr6fy4EdZduWNAKKHcE7JKfamucH59MwLQEWqc9CHMWWpe7JM4pUxwYjc7xkek554YlxbP1DEziyLYQFFlGS4MfI7wO5SQSMzLuSAOmllxXfrnj3PdpbU3Bqrv+EVWigoO0iYkJbN68GfF4HOFwGA8++CAuuOCCgr5WNTfqU21xbholcPS123TDhM9X2CWuo7n6blKmxu9P9aS11LsTpPWP2MHZQIHf41SQxsmFs3QPhLGow87gtzYGMDJReT2HbojEjaw9aYHkaP6KHhwS07OO33e0NwYwNM5F6ERuK7jcce3atdi2bRsuvvhiWJaFj33sY6nyx3ylMmlcZk0VzgnSujrrmUlzWcKw0FLACH4AaG8OYnTHIXvXWoHZOK9xHhpMz6Q11GlQZMmFTFoySCsgkxZLGAhHdSiyhOHxGIQQBfW1VaNITMfIRByLOuzymdYGPywhMDaZSGVNaTbTshBPmFkzaaoiQ/PJFZtJM0z77zjX4BDAnvBomBYmJhNoqufPDZFb5jU7/6qrrsJVV10174NILbOu4CWRRIA9EcvvU9C1oB479w67fTg1rdAR/ADQ3hSAgF2yurA1VNwDc4mzD236dEdZktBUr5U1SDMtC4PJ4GywgCDNeRCy7IgG7O4Zx0RUR2NIK+oxVqqeQXuJ9aJ2O5PWkjzXwxMxBmlZRJNDQYJZMmmAPeExWqFBmrMjLdcgDbAz1gzSiNzjiUfEqWXWBoM0qmxDYzG0NwXQ1hjAWDgBw2R22C2FjuAH7HJHoLAgwquGx2PQVHnWItuWej9Gw+UL0obG4zAtAQmFLcx1PufYrmb761VZWep89AzYQdriaZk0wN6PR5lFYnMveQaAUAUHaeE8gjRnoTWrQYjc5YkgTZFlqIrEnjSqeENjMbQ1BdCWzMRwR5F75jM4pD35JLnQnikvGp6Io6UxMKs0sKXBX9af0/5he2jI0oUNGBiLQuTZ9+IEacd1tQBg7+d0PQOTCGhKqqTVyZrye5SdU8IY8mcPYKohSMulJ23GQmsico0ngjTA7kurxuWxVFuGxmNoawykFoLyHzn3JAwLWoE9ac0NfqiKVFWZtJHxWCqzMl1zgx8jZcykOf1oxy9vRUK3MB7R8/r8obEYfKqMo45sTP2ZbD2D9tAQJxCvC6jQVDlV6krpRZLDQLINDgHscsdK7UkLR+3jrg/MHaQF/SrqAmrVDU8iqjSeCdI0n8JMGlW0aNzAZMywM2ksF3GVEGJeQz9kSUJbY6DqMmmtafZQtjT4EU+YZcsQ9I1E4PcpOHpRE4D8h4cMjkXR1hhAXUCF36dg0IO/Y6Zl4bb7XyxrX6oQAt0Dk1jUPrVzR5IktDQGGKTNIRWkZRkcAjhBWmXep0zGci93BOw1JPz3i8hd3gnSVJl70qiiOf+gtTUGUjfDLDNyh9MLqBU4gh+wJzwWusfLa0zLwmg4PmP8vsMZw1+uG/n+kSg6W4LoLLDvbzDZ9ylJEtqaAqnVAl7SOxjBjr3DePH1wbK95vhkAuGonhq/72jlrrQ5pcod5+pJC1R+uWPOQVpT9e2KJKo0ngnSWO5Ilc4pu2pvCsCnKmis0/gk0iXOOg9fgeWOANDRFKiacsfRiQSEQMZMmv0x5Ql2+pJBWqF9f0PjsdTntjb6PVnuuL9vAgBwaHiybK/ZPThzaIijtdHPTNocnExaMIdMWiUHac4agVy0NQUwNBbLu2eUiIrHM0Eayx2p0jlPHZ2m67ZGP5ftusR54DOfHWcdzUFMxoyKvSmbbnjC2ZE2O5PW3FC+hdbO+P0FLSFoPgVN9Vpe2cp4wsRERE/9jrV7tCRr3yEnSIuU7TWdyY6zM2kBjIbjMC0+BM0kEjcgSVMLqzMJ+lXohgW9Ane6hqM66oNqzjsF25uCiOsmJit4eTdRpfNMkOb3yRzBTxVtaDwGVZHQWGfvbGprDLDc0SV68lpS6HRHwC53BApbuOw1TklgusEhTrljOYaHOOP3O1vs721HUzCvbKXTf9beZH9+a2MA4ajuuR2b+5NB2tB4vGxl/D0DYTSGfLN2xrU0+iGEnU2l9CIxHSH/3AGM07NWiQ9uJqN6zqWOAFJ91YNjlX/9q1bxhImtOw8x21nFPBOkaT4F8UTlPZ0icgyNxdDaGICc/Ie+tZHlIm6ZKnecR5A2baFrpcuWSdN8CuoCalnKHftH7MzSgmSQ1t4cwMBo7t/foeQNo3NuUqPCPfQwxLIEDvRPoLneDpacaZal1j0wiUWHlToCSPUhOj8DNFskbszZjwYAQb+daStWkLa3d7xs/z6E8wzS2jmG3/Oe3nUIP/rtLrzePeb2oVCJeCZI8/sUZtKoojnj9x1tjQEkDCvVsE3l45QjFTqCH6iuhdbD43EE/UrGnpty7UrrG7a/l50tIQB2Jm14Ipbz0vfZJcXe2wPWOxxBQrewetUCAOUpebSEwJuDk1jUXjfrfU4fInc2ZhaJGXPuSAOm9qgVYwz/7p4x/L97n8Ozr/TP+2vlIhzVc9qR5miroodU1aq73y5x3lHGKbJUXp4J0jSfzJ40qmjOImuH8/9enD5X7ZwgzTeP6Y51ARUBTamKMfzD47G0kx0d5dqV1j8SheaTU1mm9uYAhMh9suTgWAyqIs8oKQbgqTH8B5Kljqev6gQAHBoq/fCQobEY4ro5qx8NmJZJ43Uoo3wzacUI0py+xWd29c37a+Ui33LHuoCKkF9FXxn7Kik/3QNhACjrqg8qL+8EaSqnO1Ll0g0TY5OJVIkIML2m3zs3kLUiUYSeNEmS0J5nz5RXDU/E0ZJmsqOjpb5MmbSRCDqbQ6nen46m/Pr+BpMPQpyS4uYGDbIkeSqTtu/QBDRVxrKFDWhp8OPQcOl/fpyhIYdPdgTssfEBTfHU98hrojFjzh1pwNT0x2gRhmkc7LdvsF/aM1TyHjchBCZjRl5BmiRJWNxZnzpO8hZ7L2IYsiRhX+84K3aqlGeCNL+mcE8aVSxniuP0ckfuSnOPXoTpjgDQ0VwdC61H5siktTT4MTGZyLnssFD9I9FUPxqQf0np0Fh0xoMQRZbR0qB5qm9m/6FxdC2ohyLLWNgaKku5Y8+gfSN9ZJpyR8DuReQY/swicQPBHDJpxRwc0j0QRn3QB8MUJd+nF42bMC2BukDuQRoALOmsR/fAJCyLfdVeMzaZwGTMwGkrOyAAvLJ/xO1DohLwTJCmqTJMS5T8JoGoFKbvSHPUB33QfLKnhhrUimLsSQPsKYKDY9GKHv6iGxbGI3raHWmO5gY/BICxcOkmAJqWhYHRKDpbp4K0lgY/FFnKOdvsLLKerq0x4JlVF5YQ2N8fxtIFDQCAhW12kFbqn5/ugUm0NQay9hzyYVFmkRwzaU5J5HyDNMuysyBnvGUBWhv9+MvLpS15DMfyW2Tt6OqsR1w30V8F1QTVxil1POfEIxH0K+xLq1KeCdL8PvtmiiWPVImcQGx6Jk2SJI7hd0kxyh0Bu2cqodtBTqUacSY7ZsmkOaP5S9mXNpwcv78gOTQEAGRZQltTIKdyR2dH2uFBWmty6a4X9A1HEE+YWLowGaS1hhCNGyX/+ekZCKftR3O0lmkwTCUyTAtx3URdDpm0gGZ/zHx70gZGo0joFpZ01uP0lZ3YsXcYkVjpfkYmo4UFaUuSDxtY8ug9Tonzks56rFraip17hyv6YSKl55kgTUsGaRweQpVocCwGSZpaDOxo9eiy3WpnpKY7zrfcsfInPKZ2pGXLpCV3pZVyDH/fYeP3HR1NuY3hd4aDtKXJpI1MeGNZ8/4+exhEKpPWagekhQwPSegmrBxuugzTQu9QJHuQ1hjAeBnKWSuRkxUL5VAKKMsSApoy7yDNCXoWd9bj9JULYFoCz79WupLHcIFB2pHtISiyhAPJn2vyju6BMJrqNDSENBy/rAVD47Gyrfug8vFMkJbKpHEMP1WgobEYWhr8UJWZv1JeKsWqJcUqd+xIBgQDZV7o2j8axZuDxZkKmG1HmqOlofRj2vtHZo7fd7Q3B3PKpE3tSJsZ5LU1BWAJUdJSzVztPzQBVZFTvWFOkJbvzZMQAtff8wx+8ejrc35s30gUpiXSDg1xtCbLWZlNm80JuHIpdwTs4SHzLXfsHghDkuwewuVHNKC9KVDSUfxOkFYXzO3v6PCpCha2hZhJ86CegcnUg5njl7cC4JTHauSZIE1LjsqOJxikUeUZGouiPc1NcFujH+OTCeh8+FBWTpCmzWMEPzAVEAzmsXC5GL7/qx24/YFtOWVS5uJk0loaMmfS6oM+qIpc0nLHvuEoNHVq/L6jozmIcFRHLJH9xncwTd8n4K0pqvsPTaCrsz71sKatMQBVkXFoKL/hIYNjMQyOxfD4Cz1z9gP1JHtT0u1Ic7R6cJ+cV0SSkxpzGRwC2H1p0fj8rucH+8NY0BKC36dAkiScvrITu/YNl2xC31SQll8mDbDL6RikeYtl2XsRnQcznS0hdDQHGKRVIc8EaVOZNJZjUOUZGo/NKsMCpt8c8Ql2OemGCQmAIkvz+jp+TUFjyIfBMmbSDg1HsP/QBIbGY9jTMz7vrzc8EUd90Je6xqYjSRKa67USZ9Ii6GwJpsbvO5yga65A+PAdaQ6vLLS2hMD+volUPxpgl8ctaA3mPeFxf3KHlmkJ/PbJvVk/tmdgErIk4Yi2UMaPcQJ0Tnicza1MWlfnVOZz9Sqn5HFgXl83E6cnLZe+u8N1dTZgZCKOiYj7mWqyDYxGkTCsGSXOxy9vw8sHRljSXGU8E6SxJ40qlWlZGJlIpA3SnBtI9qWVV0K34PPJswKCQtjleOU7f8/s6oMEQFVkPFOEqW/2IuvMWTRHS4mHS/SNRGcMDXE4fX9zlTwOHbYjzeGV37GB0SiicRPLpgVpALCwJYTePIO0fYcmoMgS1p68CE/tOJQ1yOseCGNBazBraa/Tj+ilcsfXu0fx8NP7XR/v7uw8y2WZNWAHc5F57EmLxg0MjMaweFqQtmRBPTqbg3i2RFMew1EdIb8KRc7/lq9rgX2czKZ5R3eavYjHL2tFPGFiz5vzf7BH3uGhIM0+FO5Ko0ozMhGHJcSMyY4OJ3Bz+way1uiGBW2e/WiO9qZA2TJpQgg8s6sPx3Y148Rj2vDsK/3zvokdHo9n7UdztDT4SzY4xLKEPX7/sKEhwLQgbY5yxXTj9wE721kf9Lne++lkv5yhIY6FbSEMjkbzesK9/9A4FnXU4b1nL4dPlfGbP2fOpvUMTmYtdQTsqYQhv+p6tnG63z61D798fDf+7X9fLkpZb6Emk1MVy5VJc6bydU27wZYkCaev6sTL+0cxXoKMVTiq5z00xOFk/A70MUjzip6BMCQAR7ZN/d6vWtoMSQJH8VcZzwRpHMFPlcoZ/50uk9bS4Ic07WOoPHTDmvcia0dHcxBDY+WZHnigL4xDwxGc8ZYFOGPVAoxPJvDqgfktKR2ZiKEly2RHR0uDHyPheEnGOA+Nx+zx+62zM2l1ARUBTckhkxZN+yAESA7ocfl3zB4aIs2asriwNQTTEjn3zAkhsO/QBJYtbEBTnYZ3nrIYz+zqS/WeTRfXTQyMRLMODXG0Nvo9U3ZtCYHdPeNortfw5EuHcO//vuJaoJYqd8wnkzaPIO3ggDPZcebPyekrO2EJgedfLX7J42RUL6gfDQAaQxqa6zVm0jyke3ASHc1B+LWpB5GhgA9HHdmIXfsYpFUTzwRpzlNvljtSpUm3I82hKjKa6jXP3BzVioRhznv8vqM9OT1wpAzn8JmX+6DIEk5b2Ym3Ht0Gv6bgmZcLn/oWT5iYjBm5lTvW+6EbFibnUcqVSWqyY/PsTJokSehoDmZdcxDXTYyn2ZHmaG30u56t3t83gUUd9bMmvE6N4c+t5HFoLIbJmIGlCxsBAO8+Ywk0TcGv02TTeocmIYCs4/cdrY2B1KRPt705MIlo3MAHzjsa69++FP+3vRc/+d2rrgRqkZgBWZKy9mxO52TSCn2Y0d0fRtCvzvr3oquzHgtbQyWZ8hiOGgVn0gC7L+1gP8fwe0WmvYjHL2vF3t7xkg2gofLzTJDmPBFguSNVGucJecan/E3clVZudiatSOWOOZbjzZclBP7ych+OX96aGvRx8op2/PXV/oKbwXMZv+9wdvyVouSx39mRliaTBjglpZm/v0MZJjs6nN8xt5a5CiGw/9DErFJHYOrvnOvwkH3Jskmnt60hpOGC07rw3KsDs/ZVOaVzi3LJpDV4J5P2Rs8YAGDF4ia875yjcNGZS/HEi2/iZ1teK/s5jMQNhAJqzv2rQb8C0xIFDzk7OBBGV0fdrNdzpjy+cmAEY5PFLXm0yx3zHxriWLKgHr1DEeh5/p0HR6OpclIqDt0w0TccTfs7f8LyNggBvLJ/ftUX5B2eCdKcp97MpFGlGRqLobFOSw2/OVwbF1qXXaLI5Y5A6Rdav9E9huHxOM5YtSD1ttWrFmAyZhRcwpJaZJ3j4BCgNBMA+0bs8ftNh43fd3Q0BzEwFs14gz41fn92Jg6wf8ecrKEbBpPZr8OHhgD2eoP6oC/nIG1/nz00ZPG0J+XvWt2FoF/Fr/5vZjateyAMVZHTZigP19LgRziqe2IdyOvdY2gM+dDRbE/7/MB5R+HdZyzBH1/owc9//3pZA7VozMi5Hw2Y6l0rpC/NEgLd/eEZQ0OmW72qE0IAf321uNm0yVjh5Y6AneUzk2Pfc2VZArf85K+46d+edb0UuZr0DkVgCTHj+uBYfmQDgn6lpvrS3hycxGsHR9E7udp2HQAAIABJREFUNImJSML1QUTFVvijlSLzqTIksCeNKs/QeCxjFg2wsxjPvzYIS4hZk+moNHS9eOWOrQ1+SFLpM2nPvNwHnyrjpBXtqbedsLwVIb+KZ3b1421Ht2f57PScQRE5DQ6pT2bSSrArrX/EHhqS6ee/ozmIhG5hPKKjqW52IOcssk7X9wnMHMM/n7KuQqWGhqQJ0gB7eEg+mbRF7XUzMsF1AR/etboLv/q/vdjbO47lR9ilkD0DkziyPQQ5h1UTqXUgE/G0UzbLaXfPGI5Z3JzKJkmShA++42hYlsCWZw9CkoGPvnNFWY4lEjdy3pEG2OWOgB2kNdfP/fBjuqGxGGIJM2OQtqijHke21+EvL/fjb05ZnNfXzsQwLcQS5jzLHZPDQ/onMv6MH25/3wTGJhOQAGz+xfO45mOn5HQdouy6nZ7GNJk0RZaxckkLdu4dhhCiKNONvSyum/h/9z43I7kjSfb1siFkPxyzKxEW47glLS4eaeE8k0mTJAmaT2EmjSqOMxo8k7bGAAzTwkSEZR/lkjDsEfzFoCoyWhtKO+HRtCw890o/TjymPXUT6Lz2qcd14IXXBwoqBR+eiENC9kXWDqfcsRRj2vtGIujMEhhM7UpL/z22d6RJGTNxqSmqLj2xT5f9mm5ha25BWqpsMs2N8AWndaEuoOLB/9uTelvPtIW2c3GyqW6XPI5NJtA/GsUxi5pmvF2SJHz4b47B+actxqPPdeP+x94oS0Ytkm8mLRnQFTI8pDs5fKMryzlbvbITrx8cLdrvobMjbT5B2oKWEDSfnNfwECeb8/lL3oZwVMetv3jBUysgKlXPwCRURUo7KRewH+wNjcdSfcDV7NUDo4jrJj649mh8esNb8NHzV2D9mmU4bWUnFrXXQZEl7Nw7jEeeOeD2oRbMM0EaYI/h5zJrqiSWEBgaj6M9yxPC1B4nlnyUjW4WbwQ/AHQ0B+ZctjwfL+8bwUREn1Hq6Fj9lgWIJUy8tGco7687PG6X4h4+zCIdVZHRGPIV/UbKGb+/IMNNBTCt7y9LkNbWOHtHmsP5HRssYlnx4Gjm8svD7T80gSMPy35Nd0RrCOOTiTn3aw2NxxCO6mnLJoN+FReduRQ79gzjje4xTMZ0jEzEcxoaAkzLpLlcev1G9ygA4JjFTbPeJ0kSPvrOFXjnKYux5dmD+Mn/vlzy43F60nKVyqQVUFp7MDk6Pds5O31VJwSA54pU8hguQpAmyxIWd9TjYB5j+HfuGcKSBfU46Zh2XP2hkzA6mcC37nuh6P12taZ7YBJHtNVlvKYfv7wVQG2M4t+xdwg+VcY7T1mMM49fiAtO68L7zj0Kn3jXcbjyfW/Flz92Ck5f1Yk3esZcXfMxH54K0vw+hYNDqKKMTyZgmFbWTJqzSNbtm6NaoutW0codAbsXaqCEmbRndvUh6FfwtqNbZ71v5ZJmNIZ8BU15HJ6Ip37+ctHc4C96uePweAyGKTI++QWmMmmZSkoz7UhzNIR88Kly0X7H+kYiuOaHW/H757rn/FhnZH62MjBnwmPfSPZs2lTZZGPa9//NKYvRGPLhwf/bMzU0pD23TFopew7z8UbPGFRFTjtkBbADtY9dsAJvP2EhfvnY6yW/qY/EdNQVEKQVmknraAkioGV+vSPa6rC4o75oUx6dIG0+PWkAsKSzHgf7wzk9uIjGDex+cxwnLG8DAByzqAlXf/BEDI3HcOsvXijJLrha0TOYfrKjo7MlhI7mAHbWQJC2c+8wju1qzjgPAABWLGrCZMxAb47Tdb3GU0Eayx2p0mTbkeZo50LrsksYZtEGhwBAe3MAY+FESR4i6YaJ518fwCnHdqTNxCiyjNNWdmL7G4N5DysYHo+htSH3PpCWen/RM2l9yexYtj4ov09BU52WMZM2NBZFW4ahIYB9Y99axF1pL+0eghDAw1v3IZ7Ifs6Hx+MZs1+OBTmO4d93yC6b7OpMfxPm1xRctGYZXt4/gj/81Q4gM5VYHk7z2Uu/R1zPpI1h2RENWX8/JUnCu1YvgRDAC68Vf2/YdJG4gZA/9wBmPoNDDvaHs5Y6Ok5f1ZkcJDT/cxWO2sdZH5hfkNbVWY9I3Mjp37GX94/AtAROWD710OnYrmZcdcmJGByN4lu/eJFj4gsQiekYHo/PWeJ8/LJWvHJgpOCpwJVgcCyK3qEI3rp89oPN6VZ0NQOYyuBXGk8FaX6fzMEhVFGcf7CylTsG/fayXpY7lk8xl1kDQEcyQMh1IXE+tu8eQjRu4oy3zC51dKxetQAJw8K2NwZz/rpCCAxPxHNaZO1oaSh+kNaf7MXKlkkDkHFX2lw70hztjX4MFanfaufeYQT9CsYjOv74Qk/Wj92fHIufKTMEIDU0pXeOvrR9c5RNAsDak49Ec72GZ1/pR9Cv5tRv6Ght8LuaSUvoJvYdmsCKRbNLHQ+3uKMOR7bXFX3S4XSGaSGhWwUODsnvgU08YaJ/JJpxaMh0q1d2AgCeK0I2zRmBP9+BOl3Jn+9c+tJ27h2GX1NmlbSuXNqCz1/yNhwajuBb973A8fx56k5lz7M/mDl+eStiCRN73hwvx2G5winnPP6otqwft6AliIaQD290j5XjsIrOU0Gapno/kzY4GsUDj71R1U8oKHe5ZNIkSeIY/jJLGMXtSWtvTvY8laDk8ZldfWgM+bBqaebpU8csbkJLgx9/yaPkMRo3EE+YeWXSmkswpt0Zv988RzDR3px+V9pcO9IcrUX6HTNMC68cGMWZxy/E8cta8L/P7M+aTdt3aAKyJKUm4KWjKjLamwNZh4dkGxoynU9VsP7tywDYvU35THBrbQy4Ojhk36EJmJZI2492OEmS8Pa3HYlXDoyWLOvilCzmMzgkoCmQpPzLHXsG7cXjuQx6WdAawpIFxSl5LEZPGmAHzRKQU1/ajr1DWLWkJW3f1PHLWvH5D7wVbw5O4tv3vYgIA7Wc9SRXIMz1M7RqaQskCVVd8rhzzzBaGvw4si37pFpJknDMoia8ziBt/vya93vS/vB8Nx75ywFs351/Ez9Vn8HxGEJ+dcZEvnTamty9OaolIxNx6EZ+T8fn4uznGijy8JBo3MC23UM4bWUnFDnz5ViWJKxe1YmX9gzl/PQ5tSMtn0xacqT4SLh4PSP9I1F0ZBm/72hvCmJoPDbrAVgqW52l3BGwf8fGJxPzDjDf6B5DXDdxwrJWvPfs5ZiYI5t2oG8CR7SHsvZFAMkJj1nKHbMNDTncOW87Eke0hXDs4uY5P3a6lkY/Ribce1jkLLE+OodMGgC8/W1HwLQEXnw99wxyPpzhH/kMDpEkCUFNzXtwiDM6PVMp6+FOX9mJ3W+Oz3s/YziqQ1VkaPOcdhvQVHS2BHFgjkxa30gEA6Ox1ACLdN56VBuufN9bcbA/jHseKv1wmGrRPRBG0K/MeU0PBXw46shG7Cxwv6bXmZaFXftHcMLy1pweUq1Y3Iz+0SjGSrBeptQ8FaRpquz5TNqLb9jB2ZMv9bp8JOQFc43fdxTrKT/N7YkXeyDBXgxbLE31GnyqXPRM2guvD0A3rKyljo7VqxbAtASefzW3Hp3hidx3pDmc0sjRIpbE9Y1EctrL1dEcgBCzB1sM5pCtBqbvSpvfse/cNwxZkrByaQtWLG7Omk1zhoYsy1Lq6FjYGkL/SCTjlLG5dq1N51Nl3PT3q/GB846a82Ona23wYzJmzNlnVypvdI9hwf9v777j2yqv/4F/rrZs2bItSx7y3nYcO85eZIeQnQBhhEIp5UtToFAKhbSlvy5oGWmhbYAOdiGEkQ0kJCF7D8exncQz3kueki1Z+/7+kKUsD0mWbdk+79crryS2JD/ylXTveZ7znBPkA3+f7lsp3CwhIgAyf9GApTzam5+7spIG2FIeXV1Jq1J1QCjgOiqZ9mVKWgh4XAYf7y3sV4Pejk4TJGKeR3pmRYb4oUrV3utt8q/aAoP0PvYKjUsIxqrbYpFT0oTCytZ+j200qGnUQhkscepYjokJQlmdBh0jsEjL1VoNOg1mjO0j1dEusWvlfjiupnlVkGar7ui9aYT1LTo0tOgg9RUgt7QZ7SPwxU9c09xH1Tk7mb8tjWyoLo5GC7PFisM5tRgbL/Now14OwyBY6vky/KcvqxDkL3RqZSEm1A+KADHOXGlw6rEdK2ku7FlyrKR5KEizl9/vaz8acG3f383FQ5rUneByeu6RZuepMvz5ZS2IV/o7VsdXzozrcTWtrcMIjdboVGAVGuQDo9mK1h6CSEfapJN9z3hcjssX3vbU15YhWE1jWRYlNWokKLuvXNkdhmEwIVmOS+UtbhXq6IvOYFuVdmUlzX57V8dTpepAhNy3zxVlu2CpGGsXJCH/agt2HCtz6WddT9tp8liD90iFBI1t+l6f+6WyFgRLRU695xdMjESgnxBfHiodlJ54wxnLsqhp7HC6UNCY2CCwLFzaxzxc5F1tAcMAqTHONaiODrUVKrKv5A8nXhWkeXt1R3vKxUN3JMNiZV3aH0JGHpZl0aTROy4Oe+PoUTSEqUajwbkCFdRaI+aNj/D4Y3u6DH+7zojL5S2YnBri1IUbwzCYnKbA5YpWaJwoS97SrgeHYRAgca1wCOC5IK2l3VZ+v7ceaXaOfX83BWn21eq+fkf2lbaWfhR30eiMqKxvv2EVICFCijGxQd2uprmy+mUvw9/TvjR7r7W+0ib7w9EOZAiKh9S36NDRaUKiiymaE5LlMFvYAbnY1PVjJc2VII1lWVQ7WdnxerPHhWPm2DDsOlHudspnhweDtKiufZc9FQ8xW6y4UtmK9DiZUxMIQj4XK2fG4mqtBuedzBAYrdo6jNDqzVA6+RqKDfOHWMjFhQEsvDNULpU1Iy7cH75OVizlcTmIDfVD8TCs8OhlQRoHRg9uWPe03NImKOW+yEqUI1IhwYn8+qEeEhlC9rQhZ9IdHQ2tKeVxQH2fXY2QQDHS43pPtXFHsIcbWp8rbITFynbbwLonk1NDwLLONbpt0RgQ4CcAh+P8aotYyIOAz/FYr7SGVlvApXBiVTPITwQuh7mleEhfPdLsAv2EYNC/99iV8lawAMbE3phGs3KGbW/agQs39k0rr9eAARClcCJIk/UcpDnSJp0I9vojcAgbWttnsROc3I9mF6+UQioRDMhFvKNwiIvl6X1cTHdsbTdAZzA7VdnxegzD4Ae3JyE6xA///fpyn332utPRaep3jzS7yD6CtNIaNQxGS5+pjtebMTYU4cG+2HK4lAqy9aKma0+jsytpPC4HKVGBuFCoGlGrlO06I8rr2h09+JyVGBmAyoaOYZfN5FVBmj3d0RtfUFq9CUVVaoxLCAYATE8PRVmdBnXN2iEeGRkqjsqOTqykOYI0KsM/YMrrNSit0WDe+AinU4pcIZeKoTOYPVY2+vTlBoR2VXFzVoRcAmWwL85c7jvl0dUeaYDtotCTvdJUrfYeaX2vpHE4tiqot6Y7Ohek8bi2CpL9CdIulbXAV8S7JVhyrKadqrzhJF/Z0IFQmQ+Egr5Xv6S+AogE3G6DNHuvNWdW5PrDkc46BEWMSqrV8BXxHMGqszgMg/FJcuRdbfb4BVan2ytpXJdW0uxBjTOVHW8m4HPxxOp0cBhg49Y8l38Hnkx3DPQTQiLm97gvLb+saz9nlHNpaICtD+Tds+PR0NqJIxdrPTLOkchRft+F11B6bBBUrZ1OtU0YLi53TaS5MhEA2CaHLFYWV+uGV1sCrwrS7GkeRrP3zabkXW2GlWWR2RWkTU2zpSjRatroZb8YdGYlLcBPAA7DeKyPE7nV9+eqIeRzMWNs2IA8vj1Q8MRqWotGj+KqNkxJC3F5X9HkVAWKnGh029JucKmyo50ne6U1tOjAd6L8vp08QHRDBU2jyQKN1thrI+vrBfkL3Z4IYVnWVjo8Jqjb1ceVM2PR0WnCgexrq2nl9RqnV78YhkFIkE+3QVp5V9rkQK+k8Xkc+PsKhiTtuqRGjXil1K0JlIlJchjNVuRd9WxVZZ3BDC6HcbnyoavpjtWN7gdpABAcIMa6lemobdLiwz0FTk9ksywLrd7ssSCN6Wo1UdlDGX77fk5X9/hlJsiQFCHFzmNl0Bs9v/dwJKhp7IBUInDpWE5MUcBXxMNXh0sHcGSDK7+sGb4iHmLDnN/bCsDR9mO4NbX2qiBNaA/SBnBfWmObe7M1uSXNkIj5iOt6YUglQqTHBeFEfn2P1brIyOZs1TnANlsY6CcYkjSj0UCjM+L0FRWmp4e6fIHgLHlA94Ut3HHmigos4FRVx5tN7kqP7K2HEsuyaG03uLySBng2SFO1djoaOTsjOEB8w+/3Wvl9556HrB99wGqbtGjrMPY4Q5uglCI9Ngi7T1dCbzRD3WFAW4cR0aHOXyyE9VCGv6JB02evNU8J8hMOejuQjk4T6pp1Lqc62iVFBUAi5uN8kWdTHnV6M8RC1ysf+ohs6Y7OBktVqg4ES0X9+mwaExuEO2fF4fTlBuw/V933HWBruG2xsk7v3XFGpEKCmiYtLNYbJ9O728/pLIZhsGZuAjQ6E747U+WpoY4o1Y1aRPTRxPpmfj4C3Hd7CvKvtiC3dPgXELFNpLUgrYeJtN74ivhQBvsOuwqPXhWkCXi24Qxk8ZDN3xfjw90FLnVit1htM3iZ8bIbXhjT00PR2m5AYQWVjx2NmtV6CPgc+Dk5sxXkL6J0xwFy9GItzBYr5k3wfMEQu2sNrft3DK0si+N5dYgO9XMUk3BFSJAPokP9sPdsFS4UN3Z7odjeaYLJbHWU1HdFgJ8QbR0Gj0w+NbTqoHCy5DhgC8Y6Ok2O2fQmJxtZ28mkIrS0690au73x65iYni8yV3Stph3MrkFFQ1fREBfSVUODfNCi0d8yEVle345wJ3qteYIng3Bn2fejJTrRxLo7XA4HWYnBuFjSBJMHM210BrNbgZNYyAPLAnonUw9tlR37H4AvmRqNrMRgfHGwxKmy9R16zzSyvl5UiAQmsxX1LTdOVl0ua7GloTlZFv1m8UopJiTLsed0JdROFEYaTaxWFrXNWpdSHe2WzohFSJAPNn9fMuz3/FU3aqHuZSKtL4kRUpTWqvvV0mKweVWQZs/rH6gy/KpWnaNC0vfnnZ+tKalWQ6s3O1Id7cYlBEMs5OI4pTyOSs1dlR2dnYWVUa+0AWGxWnHwQg1SowOhdHGm0RW+Ij7EQl6/KzzmljajpkmLhRPdDyh/sDAJQj4X/9ySh1c3XUDZTXn2rY7y+26spEmEsFhZdOj6t/fOXn7flVYI9tVKe0rptSDNuUBP5i+C2cJC7UYz7vzyFoTJfHpdGb9+Na2wypY2E+VEjzS7UJkPWFzbqwfYZocr6tsHfD+aXZC/aNDTHUtr1OByGMS4mKJ0vQnJCuiNFo826NXpzS7vRwPgaM/gTMqjyWxBfYvO5aIh3WEYBo8uS0NwgBjv7LjUZ7Ct7bS9h33FnssuiOwqklPVcOO+tPyyFkjEfES78H642V2z42EyW7HzuPstB0YiVVsnTGarW4E+n8fBvfMSUN+iw4HsW9uIDCf5ZbZ0594apfcmIUKKToMFNU3Dp5aEVwVpAp4tSBuolbT956rB4TCYmKLAmSsqpyuY5ZQ0gcthbnlhCPhcTEpR4HxhI+VRj0LONrK2k0lFaG03DKtZnOHgQlETWjQGLBjAVTQ7uQcqPH57qgIyf6EjbdEd8Uop/vjjyXjw9iTUN2vxp4/O4V878h2pgva0Wnf3pAH9L8NvL7+vCHJ+Je3mlFJne6TZydysXmgyW1BU2dbrKpqdfW/avrNVCAnycVywO6O7Mvyt7Qa060yIcSFtsj+C/IXoNFgGpO9YT4qr1YgKkTi2NLgjLSYQYiHPo42tdQYTfN1YSfNxIUirbdKBZeGxVFaxkIcn7xwLg9GCt7fn9bo60tHp+ZW0MJkPeFzmhmIULMviUlkL0mICXU5Du15okA9mjwvHkZxaNPTQqmI0qu76XSudrOx4s8x4GcbEBmHnsbJh3d83/2oLlMG+jpZGrrK3/xhOpfi9K0jr2rw7EHvSdHozjubVYXJqCO6aFQeLlcWhbpqTdudiSTNSogK6PRlPTw+DwWRBtodz5Yn3a9boEezCh0WQvwgWK0upHB52ILsaMn/RLSvdA0EuFaOpHytpRVVtKKlWY9HkKPC4/fv45XE5mDs+An/5yTQsmx6DnOIm/Oa/p7D5+2JUdRUqcOdkZi/y0drPMvyOyo4upjsCQGPXCpqzPdLs3G11UVythtFsdWqGNl4pRXpcEMwW1uVCH/ZVxbrrLkDLXei15gmOhtaDtKpvtlhRVqdBgtK1/mg343E5GJcQjJziJo+lben0Zojd2K91LUjr+1rFHsx4cr+hMtgXjyxNRWmNBp/uK+pxb9xABGk8LgfhMl9UXhekVTdqodYa3V7huN6KmbHgcTnYMoKKXfRXTZMWDIBwNzNFGIbBffMToTdasL0fjdGHksFoQXF1W7/a6wRLRZBKBCgZRvvSvCpIEw5gdccjF2thMFpw+6RIhAT5ICNehkM5tX3mtze06FDfouvxAjAxQopgqYiqPI4yeqMZHZ0m11bSulY1KOXRc6pVHSiobMO88cp+zeA6KzhAhCa1e3ueANsqmkTMx22Z4R4bk1jIw52z4vCXn0zD1DGh2He2CtuPloHHZeDn4/rFmaNMez9X0uw90kJc2HcnEfMhEnAdDa2dLb9vZ38/uvoeu1TWAi6HQXKUc4HEypmxAOAoJOUsoYCLQD/hDcVDyuvbwTCevYjvzWA3tK5s6IDJbHVUV+uPiclyaPVmFFZ6ZiZcZ+hfuqMzvdKqGzsg4HFc2pvpjEkpCiydFo3DObU9prF1ONIdPRekAUBkiOSGlTR7Gpqrvau6I/UVYNHkSJwrbERp7fC5mB5I1Y0dkAeK+7USrQz2xdwsJQ5dqHFUGx1OCipbYbaw/XqNMQyDxIgAWklzl33TtKd7oVisVnx/vhpJkQGO2coFEyKg0RpxrpcKaYAt1RGAoz/azRiGwfT0UFwpb6XKfYNEbzQP+QZYV3qk2bmbikV69n12Nfg8jkeDnt4ES8Uwma1u7XmqUnUgt7QZCydG9Otk25NAPyEeWZKKPzwyGRnxMoxLCHar3LlUIgDD9D9IU7W6Vn4fsH2eBkvF16U76l16j4mFPPgIeS4X6Mkva0FihBQigXMX7PHhUvz2hxMxJ8v1111okM8NTYkr6tsRHuw7IK+J7tjTWQfrc8he8trdyo7XGxMbBCGf67GUx069+4VDAFu6ZF+qVB1Qyn0HZBJp9aw4ZCUG47P9xY7CN9dz7EnzcMXbSIUfNFoj1F2r7flXW6CU+zpeW/21aHIU/H34+PJgqVf2zR1sNY1ajxSeWXlbLHyEPGz+vnjY/V7zy1og4HGQFNm/z5FEpRTNGsOwuQ7zqiBNaE93NHs2SLtQ1IRmjR63T4p0fC0tNgihQT7Yd66q1xfrxZImKOW+CO5lFmx6eihYACcvDf1qmkZrxJbDpSO2ybbBaMHv3z+Llz4+N6CtGvpyrTS487OjQdTQ2qO0ehNOXqrH1LQQj6bz9EbuqPDoesrj7lMVEAq4A1qBEgAiFBL8fE0mHl891q37czkcSH0FaOvvSlpLJxQBzpfft5N3rVbae6S5spIGuF5FVd1hQJWqw+VUrdgwf/B5rgdWoTJbGX6WZbuKhmgQ049iC64KkAjBoP9BeFFVG4qq+p6RLqlRI1gq8sgFvIDPRUa8DNlFjX3u7WVZFrpeGs+bzFYYzdZ+Fg7p/RzEsqzHKjt2h9NVSCQ82AfvbM+/pQdfR6cJPkIeuBzPXupFda36Vqk6oDeYbWloHkh1tBMLeVgxMxZFVW24WOrZ3njDjdFkQUOrziNFsSRiPlbOjMXl8lbHAkR/x7bzeJlH2tL0Jb+sBUlRAW595l4vsSvIGy6l+Pv1zt21axeWLFmChQsX4tNPP+33YBwrab1UdzyaW4v/7rrs0krK3rNVkAeIblgN4zAM5k+IQHl9e4/l+HV6E4qr1ciM732viyLQBwkRUpzIrx/S2YnCylb87oMz+OZkBV7++DyueLAKlrfYcawMqrZOVDZ04JN9RUM2jmYXeqTZOWb5h8kMjrc7llsHo8mK+YNQMMTOHpS7WjxE1daJ01caMHec0qM9iwZKoJ+w/3vS2mw90lwlDxCjUd3p1kSI7fYil5rGXy63lTL3RKqWM0IDfaAzmNGuM6G13QCNzjRo+9EA254iqUTgdq+0sjoN/rr5Al75NBuvbbqAM1caerwty7IorlF7ZBXNbkKyHBqdqdeUJVVbJ17bdAFP/+MYthwu7bYYmT1V0Z2VNPt9+iocotYa0dFp8khlx56IhTw8dVcGOBwGf/8qF9rrAtOOTtOATGBFdrWdqFR1IP9qM8wW1iP70a43KzMcIYFifH6gBCYPT9wPJ3XNtsIznnoNzclSIkzm0/V77V9G0q4T5dh+tAyvbsqGagADtaa2TjS06DzyGR2psBUwGi770twO0hoaGvDGG29g06ZN2LFjBz7//HOUlJT0azB9NbMuq9Pg4z2FOHmpHl8dcm5T6dVaDUpq1FgwMfKWdIPp6aEQC7nYf777xpB5V1tgsbI9pjre/Fh1zTrHJvDBZLWy2Hm8DK99dgEiAQ9P352BQD8h/vbFRRx1o3G3t6qob8fes1WYlRmGZdNjcCy3zq3G5J7QpNG7VHXOTiZ1v9kuucZqZXEguxqJEVKXSqD317XCFq6dkL47XQkuh8HC61bzvVmARNivlTQry0LV6lr5fbtgqQhGk9UxeebKRAhg23PlykSIvXR4pAv9zvojVHatwmNF1/lisCo72rlThr+uWYu3tuXhTx+dQ0VDB+6Zm4AEpT/+vfMSTvWQRdKk1kPdYfTIfjS7jHgZ+DwOzhXeWqzLyrI4mF2N3713BpWqdmTEy/DNyQr89t3TtzTzta+yubOSJuDKu238AAAgAElEQVRxwOUwfQZp9qp8UQO83zA4QIwn7xyLprZO/GvHJUejaW2nyeP70QBbOxKZvxCVDe24UKgCn8dBUkT/CsPcjMfl4IHbk9DQosM3Jys8+tiDxWK19ruaon3/mKfay/C4HNw3PxGq1k5838O1r1PjUnVgz+lKpMcGwWC04PVN2QO2opbflco7th9FQ+y4HA7iwv2Hzb40t4O0EydOYOrUqQgICICPjw8WLVqEPXv29Gsw9uqO3c16dRrM+PeOS5BKBJiZEYa9Z6v63E8GAHvPVkIs5GLm2LBbvicW8jBzbDjOFai6Tf24WNIEiZiPuPC+T6CTUxTgcTmDXkBErTXib1/kYPvRMkxNC8HvHp6IzIRg/OoHE5ASHYgPdhfgy0MlHmlMO5SsVhYf7SmARMzDmrkJWDUzFmkxgfhkb5HjQmcwNav1CPIXupzKJfMX9bsZMgFyrzajsU0/qKtogG21X+orcGklTa014mhuHaanh3lsz8ZAC/QTokmjdztvv1VjgNlidXslDbBtFAecb2RtJ5OK0GkwQ6fvu6gDy7K4VN6CMbFBbu3fc8f1ZfgdRUMGKUC0C/ITOj1Z1KzW4/1vruDFd08jv6wFK2bE4NV103DHlCg8c884JEcG4L9fX8bxvLpb7mtvYu3JlTSRgIf02CBbyuN157UmdSf+ujkH/9tbhIQIKf704yn42V0ZeP7+LPB5HLz5ZS7e2pbneE33ZyWNYRiIhbw+X2P2KqvuNCF2VVJkAB5clIxLZS34/IBtwrxDbx6wVPBIhR+qVB3ILlQhOTJgQBqxp8fKMDUtBN+eqhhWWzhYlkVOcRN+++4ZPPf2CVyp6LvxeE9qGrXgcTkIcaGVSV/GxsmQES/DrhNl0LhRbdrKsvjouwKIhTw8tmIMnrsvC3qjBa8NUKCWd7UZMn+h47OzvxIjpKhq7BjUNiQ9ub4AT3fcDtJUKhXkcrnj/wqFAg0NPac9OIPL4YDHZbptZv3J3kI0qjvx2PIxeGhRMmLD/PHB7iu99tJo0ehxrqARszLDe+xlM2+CEtZuyvFbrFbkXW1GRrzMqQ2/PiI+shKDcfpyw6AVtbhS0Yrfv38GxdVq/GhxCh5dlubY+O4j4uHnazIwJ0uJ3acq8c72/AHrPzcYvj9fjfL6dty3IBG+Ij44HAaPrRgDPx8+3tqWd0OKx2BodrGggV2Qv3DYbFj1Zt+fr0agnxDjk+R939jDbBUenT8R7TtbBYvFisVTogZwVJ41IUkO1sriN/89jT2nK13+TLMXxghxI0iz7/8tqGgFl8MgQOJaYOtKgZ7yOg00WqNT/dE8ReYvAo/Lsa2kNbQjXDZ4RUPs7CtpvaXna3RGfLa/GL/6z0mculyPBRMi8eq6aVh1W5zjfCoUcPH0mkykRAXi/W+u4GjujZkNJdVqiARcj+/JmpAsR2u7AWW1GrAsi8M5Nfjte2dwtU6DH96RjF/ck+nYA5wSHYg/PDIZd86KQ25pM37z7mnsO1vlaNbuI3QviBELuX1e5FWpOhDoJxy0PbOzMsOxcGIk9p+rxuGcGmg7TZB4sJH19SIVEtQ361Ct6vDofrSb3Ts/EQIeFx/tKRz07SRtHQYUVra69PlX2dCODZtz8I8tuQBsk0z/+CoXpTXupddVN3UgXObj8X2F985LgNFkxdYjV12+7+ELNSit0eC++Qm2BuahftcFahcc1Xk9wWyx4kpFK8bEysB4aCItMSIALIshrx5aUd+Of+3M7/U2br97u3uzuPILlMm6/9AWCnjg8DiQy6+lMB04V4mTlxrwwB0pmDHeli704iNT8PM3DuHfuy5jw9Ozuj3JfXO6EgCLexamQN5DBC6X+2FiWgiO5NbiRyvTHZsS80uboNWbMWt85A1j6c3iGbE4W6BCRZMOU9NvXbkDbJuVO3RGBLrZjA8ALFYWX+wrxOZ9hQiXS/DST2cgpodS0L94YALiIwPx/q58/O2Li/jtI1Oc/tnOPu+BpmrVYdvRqxifosCyWQmO15kcwK9/NBm/eusYPt5bhBd/NMXlClqdBjMaW3VQtXaisa0Tja06NLZ2Qh4oxj3zkyDqIbhv7TAgK1nh8u8oKkyKA9k18PUTwaefe5MG4vhYrCy2HSrBnpPlGJ+swIpZcYhQeMfrALCtsv9nWx4ulbXgoSWpCAv13Ay9syJD/HG5rNmp37+PRIRDOTWYnhmO9GT3m1cPNrncD0lxwfjP9jx8cbAEZwpUePyuTKT2cTGmN5hx+EINdh21paOnJSp6LbrUHb+uPWjNGgPCZL4ICXEtFTC+6+LbzDB9HqOjB4sBALMmRkLm4t63/lDKfdHaYUSlqgPj3fgc6a/IMH8Yz1bBRyKCxOfWlO3T+XX4xxc56NAZMX9SFO67PRmKXlJX//TTGXj5/dP4cHcBfH1FWDQ1GgBQ3tCOlJggl4/h9br73cyfKsKHuwtw4nIDvj1diQtFjchICMbT92ZB0cO5/kcrx2LxzDi8szUXn31f7AiclGH+bv3+/SVCmNneP4frWzoRHxEwqMf3iXvGobndgE/22vZsy4N8B+TnpyfKsetEOQDgtgnOXye5Si4HHlmRjo1f5uBiWSsWTokekJ9zs6MXavDWVznQ6s3w8+FjanoYZo5TIiMhuNsel83qTny6pwD7z1ZCIhbgJ6vH4o5pMdBojVi/8Rje/CoXf3l8BmLDXTtn1TXrMDYhuF+/3+7uK5f7YenMWOw6ehULpkQjK1nh1GM1qzux5chVZCYGY8WcxGvXY3I/vBTogxf/dQIbvriIv/x0Ro/vRVdcutoMvdGC6eOUHnuNTfYTgfNFDmpb9Jg7eWiub5rVndi4La/P86PbQVpISAjOnTvn+L9KpYJC4dxBBoDm5o5uqzPxuQzUGj0aG20pbPUtOrz9VS6SIgMwNyPM8XUGwI+XpuHNLy/izU3n8ciS1BseR280Y/cJ24UmY7E47tedWWPDcPZyA745UooZXWmRh89VgcthECkT93rf60UEieHvw8ee42WIDvZBQ2snapu0qGnssP3dpIWqtRMWK4sxMYFYMTPW0QHdGSzL4mqtBlsOl6Kgsg3T00Pxg9uTIOIxvY5xRpoCPryx+PeuS3jmjUN4+u7MPjehyuV+Tj/vgcSyLP65JQ9WK4t758SjqenGpWGZDx/3zE3Apv3F+PjrfCydFtPr47Vo9NhzuhJFVW1o1uihvSldxTZzb9tUf/h8NR5ZmoqkyBuPkclsRYvGAImQ5/LvSMSzfaAVXW1yOwWmrlmL3PJWwGKFVCKA1FeIAIkAUl8BxEKe27NNqlYd3v3mCkqq1YgN88e+M5XYfbIcGfEyLJwUibToQI/NZLk1vrZOvL0tD5UNHVg6LRq3pYcMyWtUIuKhsa0TdfXqXhtSy+V++Gp/IXR6MxZkKb3i/eQKLoB1y9MwJUWBT/cV4fmNR3FbRhjWzE24ZWWgrlmLg9k1OJ5fj06DGRFyX/zf8jSwJrNbz1vqK4Baa0SARODy/bld+3GuVrUiRt77Po4LhY1QBvvCanRvnO4K9hc5JgJDAkSD/toQdE1mFZU139CfzWC0YPOBYhzOqUWUQoLn7htnWwUz934OBYB1K9Lwz6152PhlDjSaTkxJC0F5nQbLp8e4/fx6Ow+lRAfi4PlqCPlcPHh7EmZnKfs813MBPLFyDM6lKLBpfxE4DAOTweTW+PgcBup2fY/3NVusqGpoR1p04KAf30cWJ+Olxg7Ut+jAATsgP18qsk1oy6QiiDgY0Oc4Li4QiRFSvLczH3EhEvj7urYX3BWdBjM27S/C8bx6xIf7Y/7ECOSVNuNoTg32namERMzH+CQ5JqUokBIdALOFxXdnKrH7lC3j4PZJkVg2PQa+Ij5aW2wpms+sycBfPs3Gi+8cx/ofTHA6bU+rN6FZrYfcTzgg76Hbx0cg+4oKf3r/NJ6+OwNpTmQUvLUtDyazFffNS7jlekwq5OLZezOx4bMcvLDxKJ5fm9Vr4SeNzojK+nYI+FwES0UIkAhvmWg/dqEKHIZBRKBnPycjFBJcLFLh9glKjz2mswxGC175NBsdnSY8d19Wr7d1O0ibPn06/vnPf6KlpQVisRh79+7Fn/70J3cfzkHI5zqaWZvMVvx7xyXwuAweW552y8HLiJdh2fRofH2iAokRUtyWca1nzfG8eugM5hvK7vckLSYQYTIf7D9fjenpoWAYBhdLm5ASFdBjmmR3eFwOpqSFYv/5Kvz0r4dh6QpCGQDyQDGUwb4YnyQHj8vBgexq/OWTbKRGB2LFjBgkRwX2+LgmsxVnCxqw/5wt5U8s5OJHS1JueL59yUqS41cPTMDfv7qIlz85j7gwf/C4tvRS29/X/s3ncZAcK0NYgAghgeIhvTA/X9iInJIm3DM3wbFX5WbzJ0SgpEaNrUeuIjbMv9sPmma1Ht+eqsDR3FqwLJAaE4j4CCmC/UUI8hdB5i+CTCqC1FcADodBYWUr3vvmCl79NBu3T47E6tviHDn39g337qU7Xmu2606QllvahH/vvNRj6Wc+z1Y+PVgqwvT0MExOVfS5V4BlWRy+WIvPvy8Bh8Pg/5alYeqYELTrTDh0oQYHsqvx1805UMp9sXBiJKaNCel3GVxXXShuxLtfXwED4Km7M5wq5jNQ5FIRWNbWDLi3BrUGkwV7z1ZhTGzQoFbv8ySGYTA+SY60mEDsPFaOvWercKG4CWvmxmPamFDkFDfh4IUaXOlKTZyUosCcLCUSI6T9+twIDhBB7Ub5fQDw9xWAx2X6LMNvMFlwqawZc7MG/yQdKvPB+SJb4YuYIXhtBF3XK80epJXVafCfnZegau3E4ilRWHVbHPg851Os+DwufnZnBt7aloePvytEQWUrWBYuTUS6YunUaEjEfKy6Lc6lRtEMY3udpscGQdXaCf9uVhKdIRbyeq1od6WiFRYrO2hNyq/nI+Lj6bsz8MaXFwfs9RUcIIZEzMektNABv0bgMAweuiMFv3//DD4/UIz/Wz5mQH5OWZ0G/955CY1tnVg+PQbLZ8SAx+VgalooTGYL8q+24GyBCqevNODIxVpIxHxwuQzUHUZMSJZjzZz4blecgwPEeO6+cXjl02xs2HwB6x8Y71TV2ppGW5Cn7GOyyV0+Ih5+ef84vP7ZBfzjq1w8fXcGUnsJ1HKKm3C+sBF3zY7rsShUTKg/nr1vHP66OQevbbqAF9aOh0wqgsVqRU2jFqU1apTUaFBaq4aq9cb3D5fDINBP6Lgek/mLcLagEXFK/35nHt0sURmAY3l1sFitHk8l7Y2VZfHu15dRqWrHU3dlIEzWe8Der5W0Z555Bg899BBMJhPuvvtuZGRkuPtwDgI+19HMesvhUlQ0tONnd451XNzebNXMOJTWaPDJ3iJEh/ghKsQPVpbF/nNViA3zR7wTRT8YhsGCCRH4394ilNZo4OfLR12zDnPcOHkvnBQBjc4Imb8IymBfhAf7Ikzmc8uF8h2To3Aopwa7T1fi1U0XkBIVgBUzYpESfS1Ya2034OCFGhzJqYFGZ0KYzAc/uD0J08aEuhQ82kWH+uHFhybis++Loe4wotNgawpttrAwW6ywWNmu3jG2i0vAdsGTGCFFYkQAkiKliFRIBu0FrdOb8en+IkQpJFg4qecCEQzD4OHFKahSdeDfOy/h9z+a7CjQ0KTuxLcnK3A017apfWZGGJZOje5ziTk5KhB//PFkfHGwFN+dqUJuaTN+vDQNceH+bpXft5M5gjTXKuexLIvdpyux5VApIhUS/O6xadB12Cqnqbuaitr+NkKtNaC8vh3vf3sFnx8oxm2Z4Zibpew2yG3rMODD3QXILW1GanQgfrw01fFe8/cVYMXMWCyeGo3Tlxuw92wVPtxdgC2HSzE3S4ml06IHPFizWK3Yevgqdp+uRHSoHx5fld5jsD5Y7K+dxrbOXi8OD5ythEZrxJKpg5OeM5BEAh7umZeA6emh+HhvIT74tgCf7iuC0WSFzF+Eu2bH4baMcI/NcMsDxCit0bgVpHEYBkF+oj4rPBZXtcFktg7ofpqe2GfSGQaIGoJ0Yvt7vKXdAKuVxTenKrDzWBn8fQV47v4spEb3PGnYGz6PgydWj8W/duTjzBUVGAZOFd5yR3JUYK+Tm30RC3n9mjzxEfK63ZNmsVrxzckK7DxWjiB/IVJj3B9jf4QE+eCVn0wbsMfnMAx++8OJiIkMhNbFSqHuUAb7YvHUaHx9ohzT08M8WvLfamWx+3QFth8tg1QiwAtrx9+SQcPncZGVJEdWkhxGkwV5V1twtqABWr0ZP10Zc8vtbxYm88Wz947Da5suYMPmHKx/YHyP+23VWiMOZlfjQHYNuBxmQCsY+/nY3vOvf3YBf+8lUNMbzfhkXyGUcl8smtz7/urYMFugtmFzDl75NBuKQDGu1mkc1/b+vgLEh/tjdmY4YsP8YbJY0azWo1mjR7NajyaNHlcqWtHWYQDLArMzEzz+vBMjpfg+uxpVqo5Bra679fBVnC9qxH3zE5HpxGRzv3aULl++HMuXL+/PQ9zCtpJmQW5pM/aercK88Upk9VIcwF5A4vcfnME72/Px/x6ehMKqNjS0duInK+KcnuGZlh6Krw5fxf7zVYjr2t/lzmx9sFSMn6zoe5ZHKOBi0eQozMlS4khOLb49XYHXPruApMgAzMoMw8WSZkfDzsyEYMyfEIG0mP6nmwX5i/BEH01uWZaFgWVwKrcGxVVtKK5W43xXuWOhgIsEpRTjEoIxOVUBPxdnIS1WW2ltf19Bn+W5txwphUZrxFN3ZfQZGIoEPDx551j88aNzeHt7Hn68NA17TlfgeF49GMa2oXrJ1GiXAiuRgIeHFiVjQpIc7397BS//7xyWTI12zEK7E6RJJQJwOYxLxUOMJgs+3F2AU5cbMDFFgR8vSYUi0AeNZgt8RXyEd1Oal2VZFFa24UB2NfaeqcJ3pysxNl6GeeOVSI+TgcMwOFegwsffFcJgsmDtgkTMmxDRbYU7Po+DmRlhmDE2FAWVbdh3tgo7j5ejtlmHdSvHDFhVPHWHAf/acQmFVW2Yk6XE/fMTBn0FrzvyruPe2+Zoi9WKrYdKEBfuj5SogVlJGAoRCgnWPzAex3PrUFjVhokpCmTEOVdcyRX2WWZXe6TZOVOGP7+sBXweB4l9XFwNBHuQFibzhVAw+K9pqa8AHIZBSXUbTl6qR0m1GpNTFXhwUXK/+/jxeRz8dFU6PtxdAJPZ6taE4nAg7iZIU7V14t1dl1FSo8aUtBA8eHuSx1cAvIk8QAwfEX9QgjQAWD49GmevNOB/3xXijz+e7JGKki0aPd79+jIKKm2fZz+8o+/3gIDPxYRkOSYku1a4KirEDz+/JxN/3ZyDv36egxfWjr8hdby6sQN7z1bh1KV6WCy2a78lU6NdLp7kKn8fAX5537VA7edrMm9YMACAbUfK0KoxYN2D6b2m+dvFhvnj2XvH4T+7LkGnN2NGeijilVIkKKUIloqcupY1W6xo15lcbnXkDHvF2eIq9aAFaUdza/HtqQrMyVJi4UTnKlN73aengM9Bs1qP9765jAi5L+6d13cELfUVYN2KMXj9sxx88O0VaPVmBPoJXXoDiQQ83JYRhv3nqlHbpIUy2HdQZuyFfC4WTorE7HHhOHLRdgDf/foKfIQ8LJgYgbnjI1xK5fAEhmEQqfCDaJwSc8bZVhNbNHoUVbehuEqNgspWfLqvCJu/L8bYOBmmjgnBuITgHj8wTWYrrlS04FxhI3KKm9DRadvYHx/uj2npoZiUcmuwV1KjxqHsGsyfGIHYHoqi3CxM5osfLU7Bv3Zcwq//cwo8LgdzximxeGpUjyuxzhgTG4Q//XgKNn9fjG9OVoDLYcDgWsqQKziMbTm/r1Qsu9Z2A/65JRfl9e1YPSsOy6ZFO/XhxjAMUqIDkRIdiNZ2Aw7n1OBwTi3e/DIX8gARwmW+uFjajNgwPzy6LA1hsr7TKRiGQWp0IFKjA7HndCW+OFiCr6Qi3DPXtVkuK8siu7ARnUYz+DwO+Fyu7W/7Hy4HrR0GfLS7AJ0GMx5dlorpPRTiGQqBXa0Xyuo0iA3zB4dhwHAYcBg4/n25vAX1zTo8eefYIU0XHggchsFtmeG4LdP5dGtX2QNhdyZC7PezN6nuia30vmzQKysCtlUOAIgexB5/1+NwGAT4CXDyUgPEQi7+b3kapqaFeOy1yuNy8OiyNI88lrfyEfGgN1hgZVkwsG2x+LRrn9tjy9MwdUzoUA9xxOHzuHhoUTJe35yDXSfKcdfs+H49XmFlKzZuzYPZwuJHS1Iwc2zYgH9eJyil+NldY/Hml7l444scPHtvFq7WqvHd2SpcKmuBgMfBbV1VOj1Vct4Z/r4C/LJrRe3Nry7imTWZjpXqsjoN9p+vwpzxSpfaacSF+/drNZfH5QxY2xr7NpfiGvWg9C8trGzFx3sKkRYTiLULEp1+nXldkCbkc9HQ2gkBj4N1a9OdnjlPjgrEXXPi8OVBW1WxNXPinYr2rzd/QgT2na1CdaN20FOUBHwuFky0BWulNbaLv6GYYe1JkL8IU9NCMTXNduKpUnXg5KV6nLpUj5ySJoiFXExIVmD6mFAkRQXAZLK1MDhf1IiLJU3QGy0QC7nITAhGVqIcTepOnMyvxyd7i/DZfluwNy09FOMSbGVWP9pTgAA/IVbfFufSOCenhqBFY4Baa8Dtk6I89gb3EfHwyNJUjE+W46PdBfAR8Vx+fdnJ/PtOxQKA0ho1Nm7Ng95kwc/uHNvrinJvAv2EWHVbHJZNj0F2USMOZNfgUnkrVs6MxdJp0W49j0WTI9Go7sSe05WQS0WYO965WSGT2Yp3v76Ms070OAwJ8sGz9sIFXoTLsfWsOXKxDkcu3tobyi5CIcG4xKHbOzecZSXJUd+icztVTuYvQlu7rVeb/fVtZVnUNmlRXK1GSXUbahq1uH2QKsXdTCLm447JUUP6+siIk6FRrccPFyW7XIGT2FbSWNgadn91sATnChuRFBmAR5elur0CTPqWGhOE6emh2HO6ElPSQvp1fvj6ZAUEfC5+81DWoAZEaTFBeHxVOt7alodn3z4Og9ECqUSAu2bHYfY45aC1bLiZPVB77bMLeONLW6CWECHFR7sL4O8rwF2z+hcUe5vECCmuVLaCZdlug6YWjR65pc3g8zgYlxjsdpZBQ6sOG7fmQREoxuOrnFuJtPO6IM2+GrN2YVK3aVy9uWNyFEqq1SiqasOsca7P8soDxBiXGIwLxU3ITJC5fH9P4PO4tywze6NIhQSRigTcPTseBZWtOHmpHmcLVDiWWwepRIBOvRlGsxUSMR+TUxUYn6RAanTgDRvRF0+JtgV7+fU4dflasBchl6CmUYun7spwK1XmjgHsRzUuIRgpP5nqKG7jDplUhPyrzThXoIJIwIVIyINYwIVYyLP9X8DDyUv1tkBVIvRYoMLjcjA5NQSTU0N6/FByFsMwWLsgES1qPT7ZV4RAf1Gf6cE6vRkbt+aioLINa+bEY1KqAiaz1fbHYoXZ/m+zFVaWRVpMkNemSj19dwZqmrSwWm2ppdauP6zVFgxYrSymZirBwfBuIj9UJGI+1ri4Qns9mb8ILIBzhSo0telRUqNGSbXa0cDY31eAyakKLJwSDb3Wtf2hnnKPE1kiA+mhO1KG9OcPd/bPpj99eBZ6owVr5sRj0eQoj6f+klvdOy8BuaXN+HhPIdb/YLxbKfcsy6K8ToMJyYpBDdDsxiUG4ycrxuBAdjVmjA3DlLQQtyd+PckRqG3Kxptf5mJishyVqg48virdrcbv3iwxQopTlxvQpNZDHiAGy7KoadLiQnETLhQ1orz+WjVJLseWSTQh2bYv0dmCQ1q9CW9+mQuGYfD03Rkupz8z7GB3B+zSUwn+3NImlNW1Y8WMGLcuIq0sC53e7PZMRE2TFsdz63D3nPhR/WHrTgl+g8mCiyVNOFeggtTXlm6aGCl1qtCI1criSmUrTubX43xhIzITZFi3Mt3d4Xu1785U4vMDJX3eLiUqAI+vHtvta9lbWiQYjBa8sikbdc1arH9gfI+53a3tBrzxxUXUNWvxyNJUTBsFqUDecoxGoyvlLXh9c47j/2EyHyRGBHQVQZJCHmCrWkvHyLt58/G5UNSIf27NQ5jMB48tHzNsK7j211Ado2O5dXj/2yt4aFGyW0XeGlp1+NW/T+GHdyRj9rjBr/A6WNw9PuoOA1777ALqmnUYlxCMn9018lL3q1Qd+N37Z7B4ahSsVhYXipocFVvjwv2RlRiMcYly6I1mnC9sxPlCFRrb9GAYIDkyABOSFRifJIdUIkBbuwENrZ1Qteqgauu09d5t7URDayfMFit+eX9Wt8VlOBymx77RgBcGacQ7DOXJ0WyxgsNhBqwgxVBjWRYtGgM6DWbojRZ0Gs3X/t31t4+Ih7lZyh5n1rzp4kXdYcBLH5+H2WLFbx6acEuqT22TFm98kYMOvRlPrh7r0apc3sybjtFoY7FacTC7BsFSMRIipD1O2tEx8m7efHwsViuyi5qQET80+xq9xVAdI5Zl8ef/nUen0YKXHp3i8v1PXa7Hf3Zexu9/NGlAqycOtf4cH3WHAbtPV2LRZM9tHfEmViuLn/39KDoNZvC4tn384xPlyEwI7vb5siyLyoYOnC9S4XxhI+qadWAAcLkcmC3Xsqu4HAbyADEUgWIoAsQYnyTvMUOuryBtZK1dkhHBG5b8BxLDMG4XRPBGUokQP78nE3/+33m88cVF/PrBCY7c7ZIaNf7+5UVwOQzWrx0/amebyeDicjhYMHHgN4OT0YvL4WBSimKohzFqMQyDjHgZth0tg1Zvcnm/UHldO/g8jsvbakYTqUSI++YnDvUwBgyHw+Dx1enQdpowNk7W5/YKhmEQHeqH6FA/3DkrHjVNWmQXqtBptDgCMkWgGEF+Io9l4lGQRgjpN2WwL9jAthYAABFUSURBVJ68cyz+9nkO3tqah2fuGYf8smb8e8clBPgJ8Yt7xw16lVJCCCEjl73SYGmNBhnxrtURuFqnQVSIZMRPCpPejemleXdflMG+UAbHenA0t6JXJyHEI1KjA/HIklQUVLbhtU3Z2Lg1D0q5L3794AQK0AghhHhUbLg/GMaWseEKi9WKyvp2p9v7EDJUaCWNEOIx09JD0aTuxLajZRgbJ8NPV42BSEAfM4QQQjxLJOAhUiFBqYtBWm2TDkazlYI04vXo6okQ4lHLpscgPU6GSAWlkhBCCBk4CUopjufXw2K1OlVJGrA1ZwZAQRrxenQFRQjxKIZhEBvmTwEaIYSQAZWglMJgtKCmUev0fcrqNBALeVAEUho+8W50FUUIIYQQQoYde/EQV/alldVpEBvmN2Lb/JCRg4I0QgghhBAy7MikIkglAqeDNJPZtupGqY5kOKAgjRBCCCGEDDsMwyAhXIqSaueCtMqGDlisLGJCKUgj3o+CNEIIIYQQMizFK6VoUuvR1mHo87bXiob4DfSwCOk3CtIIIYQQQsiwlBBhb2rd92paWZ0GUokAgX7CgR4WIf1GQRohhBBCCBmWokP8wOMyTu1LK6trR2yoPxgqGkKGAQrSCCGEEELIsMTncRAT6t9nkKbTm1HfoqNURzJsUJBGCCGEEEKGrQSlFBX17TCZrT3epqKemliT4YWCNEIIIYQQMmzFK6UwW1hUNLT3eJurXUVDYihII8MEBWmEEEIIIWTYSlDaAq/eSvGX17VDESCGRMwfrGER0i8UpBFCCCGEkGFLKhFCHiDqtcJjWb0GMbQfjQwjFKQRQgghhJBhLUEpRUmNGizL3vI9tdaIFo2B9qORYYWCNEIIIYQQMqwlKKVQa41oUutv+d61JtYUpJHhg4I0QgghhBAyrMUrbU2tuyvFX1arAcPYeqoRMlxQkEYIIYQQQoa1CLkEQgG3+yCtXgNlsC+EAu4QjIwQ91CQRgghhBBChjUOh0FcmD9Kb6rwyLIsyuvaqfQ+GXYoSCOEEEIIIcNeglKKqsYOdBrMjq81qfXo6DTRfjQy7FCQRgghhBBChr2ECClY9lqhEODav+MoSCPDDAVphBBCCCFk2IsPtwVi1/dLK6vTgMflQCn3HaphEeIWCtIIIYQQQsiw5yPiQxnsi5Ka61fS2hEVIgGPS5e8ZHihVywhhBBCCBkR4pVSlNaoYWVZWK0sKurbERtKqY5k+KEgjRBCCCGEjAgJSil0BjPqmnWobdbCYLIgJoz6o5HhhzfUAyCEEEIIIcQTEiJsTa1La9RgGNvX4sJpJY0MPxSkEUIIIYSQESEkUAyJmI+SajX4PA7EQi5CgnyGeliEuIyCNEIIIYQQMiIwDIMEpRQlNWqIBFxEh/iBY19SI2QYoT1phBBCCCFkxIhX+qO+RYcqVQc1sSbDFgVphBBCCCFkxEhQ2valWawsBWlk2KIgjRBCCCGEjBgxYf6OFEcK0shwRUEaIYQQQggZMYR8LqJCJPD34SPIXzjUwyHELVQ4hBBCCCGEjCh3zYmHttMEhoqGkGGKgjRCCCGEEDKijIkJGuohENIvlO5ICCGEEEIIIV6EgjRCCCGEEEII8SIUpBFCCCGEEEKIF6EgjRBCCCGEEEK8CAVphBBCCCGEEOJFKEgjhBBCCCGEEC/idgn+7du3Y8OGDZDJZACAOXPm4JlnnvHYwAghhBBCCCFkNHI7SMvLy8P69euxbNkyT46HEEIIIYQQQkY1t9Md8/LysH37dqxYsQLPPfcc1Gq1J8dFCCGEEEIIIaMSw7Is684dn3jiCTz22GPIyMjA3/72N9TW1uKvf/2rp8dHCCGEEEIIIaNKn0Ha7t278Ze//OWGr8XFxeHDDz90/F+tVmPBggU4e/as0z+4ubkDVqtb8SEZBHK5Hxob24d6GKQHdHy8Hx0j70fHyLvR8fF+dIy8Gx0f78bhMJDJJD1+v889aYsXL8bixYtv+Fp7ezs+/PBDPPzwwwAAlmXB47m9vY0QQgghhBBCSBe3IisfHx+8++67yMrKQmZmJj755BMsXLjQpcfgcBh3fjQZRHSMvBsdH+9Hx8j70THybnR8vB8dI+9Gx8d79XVs3N6Tdu7cObz88svQ6/WIiYnBa6+9Bj8/P7cGSQghhBBCCCHExu0gjRBCCCGEEEKI57ldgp8QQgghhBBCiOdRkEYIIYQQQgghXoSCNEIIIYQQQgjxIhSkEUIIIYQQQogXoSCNEEIIIYQQQrwIBWmEEEIIIYQQ4kUoSCOEEEIIIYQQL0JBGiGEEEIIIYR4kQEN0rZu3Yr169cP5I8g/VRUVITk5GR89913Qz0U0oe+3k/r16/H1q1bB3FERKvV4g9/+AMWLlyIFStWYO3atTh58mSPt29vb8fjjz8+iCMkAJ2LhgM6Fw0PdB7yPnQeGrloJW2U27p1KxYtWoTNmzcP9VAIGVZYlsW6devA5/PxzTffYOfOnXjxxRfxy1/+EqdPn+72Pmq1GgUFBYM8UkK8H52LCHEdnYdGtkEJ0s6cOYP7778fq1evxrx587B7924AthmXl156Cffffz/mzZuHLVu2DMZwSBez2YydO3fimWeeweXLl1FZWQkAmDdvHl566SWsWrUKq1atwuXLlwEADz74IJ588kksWrQIV65cGcqhj2oPPvig48O3uroa8+bNG+IRjU5nzpxBbW0tfvWrX0EgEAAA0tLS8NOf/hRvv/02rly5gjVr1mD58uX4wQ9+gPr6erz00ktQqVR44oknhnj0oxOdi7wTnYuGHzoPeQc6D41sgxKkffLJJ3jppZewbds2vPzyy3j77bcd36uvr8emTZvwzjvv4LXXXhuM4ZAuhw4dQnh4OGJjY7FgwYIbZjADAgKwfft2PPXUU3jhhRccX7eno6Smpg7FkAnxGnl5eUhPTwfDMDd8fdKkScjLy8Nzzz2Hxx9/HLt27cKSJUvw0Ucf4cUXX4RCocBbb701RKMe3ehc5J3oXESIe+g8NLINSpD2+uuvo7i4GG+99RY++OADaLVax/dmzJgBhmGQlJSEtra2wRgO6bJ161YsW7YMALBkyRJs27YNRqMRAHDPPfcAsM1kNjQ0oKWlBQCQkZExNIMlxMswDAOLxXLL100mEywWCxobGzF37lwAwNq1a2+4wCRDg85F3onORYS4h85DI5vHg7Rz586hoaEBgC1XlsvlYu3atcjNzUV6ejrWrVt3w+2FQiEA3DILQAZWc3Mzjhw5gvfffx/z5s3Diy++CI1Gg7179wIAeDye47ZWqxVcLhcAIBKJhmS8o1V37yf7vwFbmhAZGpmZmcjPz4fJZLrh6zk5ObdcQBoMBlRVVQ3m8EY9OhcND3Qu8n50HvJedB4a2TwepG3ZsgX79+8HABQWFiIyMhLl5eV4+umnMXv2bBw/frzbqJ8Mrp07d2Lq1Kk4cuQIDhw4gIMHD2LdunX4/PPPAQDffPMNAGDfvn2Ij4+HVCodyuGOWt29nwIDA1FSUgIAju+RwTdx4kQkJCTgz3/+s+MEmZ+fj3feeQdPPvkkQkNDcfz4cQDAjh078Pe//x08Ho8uaAYJnYuGBzoXeT86D3kvOg+NbB4P0h577DFs374dixcvRnFxMe6//36sWbMGS5cuxapVq9Dc3Ay9Xg+dTufpH01csHXrVqxdu/aGr9lnmQ0GA7Kzs7Fy5Uq89957eOWVV4ZolKS799Ojjz6KTZs2YfXq1dDr9UM9xFFt48aNEAgEWLZsGZYsWYKXX34Zr7/+OqZMmYLXX38dGzduxMqVK/Htt9/i+eefh0wmQ3h4OB588MGhHvqIR+ei4YHORd6PzkPejc5DIxfD2terCekyb948fPzxx4iIiBjqoRBCCBml6FxECBnNqE8aIYQQQgghhHgRWkkjhBBCCCGEEC9CK2mEEEIIIYQQ4kU8FqRt3LgRS5cuxdKlSx2NQE+cOIHly5fj9ttvxxtvvHHLfV544QVs3brV8X+VSoXHHnsMq1atwn333Yfq6mpPDY8QQsgo0N9zUXNzM1auXOn4M2/ePGRlZQ3qcyCEEEI8EqSdOHECx44dw7Zt27B9+3ZcunQJX3/9NX7961/j7bffxrfffov8/HwcPnwYANDQ0IB169Zhz549NzzO888/j7lz52L79u1YuXIlNmzY4InhEUIIGQU8cS6SyWTYsWMHduzYgW3btkGpVOKPf/zjUD0lQgghoxSv75v0TS6XY/369RAIBACA+Ph4lJeXIzo6GpGRkQCA5cuXY8+ePZg9ezZ27dqF+fPnIyAgwPEYLS0tKCgowAcffAAAuOuuuzBt2jRPDI8QQsgo4Ilz0fW2bNkCsViM5cuXD9pzIIQQQgAPraQlJiZi3LhxAIDy8nJ8++23YBgGcrnccRuFQuHoWP/oo49izZo1NzxGVVUVwsPD8ec//xkrVqzAU089BT6f74nhEUIIGQU8cS6ys1gseOedd/Dss88O/MAJIYSQm3i0cEhxcTEeeeQRvPDCC4iKirrl+wzD9Hhfs9mMy5cvY/r06di5cyfmz5+P9evXe3J4hBBCRoH+nIvsjh49itjYWCQnJw/EEAkhhJBeeSxIO3/+PB5++GE8++yzWL16NUJCQtDU1OT4vkqlgkKh6PH+crkcvr6+mDt3LgBg2bJlyM3N9dTwCCGEjAL9PRfZ7d+/H0uWLBnIoRJCCCE98kiQVldXhyeeeAIbNmzA0qVLAQCZmZkoKytDRUUFLBYLvv76a8yaNavHx4iKikJISIhjQ/fBgwcxZswYTwyPEELIKOCJc5FdTk4OJk6cONBDJoQQQrrlkcIh7733HgwGA1555RXH1+677z688sor+NnPfgaDwYDZs2fjjjvu6PVxNm7ciN/97nd4/fXXIZFIbng8QgghpDeeOhcBtn3SoaGhAzlcQgghpEcMy7LsUA+CEEIIIYQQQoiNRwuHEEIIIYQQQgjpHwrSCCGEEEIIIcSLUJBGCCGEEEIIIV6EgjRCCCGEEEII8SIUpBFCCCGEEEKIF/FICX5CCCFkqFVXV2PhwoVISkoCAFitVvD5fDz00ENYtWpVr/fduHEjUlJSsGDBgsEYKiGEENIrCtIIIYSMGCKRCDt27HD8v6amBg8//DDEYjEWLVrU4/1Onz6NhISEwRgiIYQQ0icK0gghhIxYSqUSTz31FN577z0kJSXhj3/8I3Q6HVQqFVJSUvDmm2/iq6++Qn5+Pl577TVwuVzMnj0bGzZswNmzZ2GxWJCWloYXX3wREolkqJ8OIYSQUYL2pBFCCBnRUlJSUFRUhC+++AKrVq3C559/jr1796K6uhqHDh3CAw88gPT0dDz//PNYuHAh/vOf/4DL5WLr1q3YuXMnFAoFNmzYMNRPgxBCyChCK2mEEEJGNIZhIBKJ8Mtf/hLHjx/Hf//7X5SXl0OlUkGn091y+0OHDqG9vR0nTpwAAJhMJshkssEeNiGEkFGMgjRCCCEjWl5eHpKSkvCLX/wCFosFixcvxpw5c1BXVweWZW+5vdVqxa9//WvMnj0bAKDVamEwGAZ72IQQQkYxSnckhBAyYpWVleHtt9/GI488gmPHjuGJJ57AkiVLwDAMLl68CIvFAgDgcrkwm80AgJkzZ+LTTz+F0WiE1WrFb3/7W/ztb38byqdBCCFklKGVNEIIISOGXq/HypUrAQAcDgdCoRC/+MUvMGfOHDzzzDN44oknIJVKIRaLMWnSJFRWVgIA5s6di1dffRUmkwmPP/44Xn31VaxevRoWiwWpqalYv379UD4tQgghowzDdpfrQQghhBBCCCFkSFC6IyGEEEIIIYR4EQrSCCGEEEIIIcSLUJBGCCGEEEIIIV6EgjRCCCGEEEII8SIUpBFCCCGEEEKIF6EgjRBCCCGEEEK8CAVphBBCCCGEEOJF/j9ueUNPyeGJYAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_monthly=df.resample('W', 'mean')\n",
    "df_monthly['pct_change'] = df_monthly.pct_change(52)\n",
    "df_monthly['pct_change']['2016':].plot()\n",
    "plt.title('52 Weeks Percentage Change')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
